{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalizing Flows - Introduction\n",
    "\n",
    "This tutorial introduces Pyro's built-in normalizing flows. It is independent of most of Pyro, but users may want to read about distribution shapes in the [Tensor Shapes Tutorial](http://pyro.ai/examples/tensor_shapes.html).\n",
    "\n",
    "> The development of Pyro's built-in flows has stopped in favor of external libraries, such as [Zuko](https://github.com/probabilists/zuko), [nflows](https://github.com/bayesiains/nflows), [normflows](https://github.com/VincentStimper/normalizing-flows) or [FlowTorch](https://flowtorch.ai/). Some of these libraries may have interfaces that are not directly compatible with Pyro. See the [SVI with flow guide](svi_flow_guide.ipynb) and [VAE with flow prior](vae_flow_prior.ipynb) tutorials for example usages of [Zuko](https://github.com/probabilists/zuko) within Pyro.\n",
    "\n",
    "## Introduction\n",
    "\n",
    "In standard probabilistic modeling practice, we represent our beliefs over unknown continuous quantities with simple parametric distributions like the normal, exponential, and Laplacian distributions. However, using such simple forms, which are commonly symmetric and unimodal (or have a fixed number of modes when we take a mixture of them), restricts the performance and flexibility of our methods. For instance, standard variational inference in the Variational Autoencoder uses independent univariate normal distributions to represent the variational family. The true posterior is neither independent nor normally distributed, which results in suboptimal inference and simplifies the model that is learnt. In other scenarios, we are likewise restricted by not being able to model multimodal distributions and heavy or light tails.\n",
    "\n",
    "Normalizing Flows \\[1-4\\] are a family of methods for constructing flexible learnable probability distributions, often with neural networks, which allow us to surpass the limitations of simple parametric forms. Pyro contains state-of-the-art normalizing flow implementations, and this tutorial explains how you can use this library for learning complex models and performing flexible variational inference. We introduce the main idea of Normalizing Flows (NFs) and demonstrate learning simple univariate distributions with element-wise, multivariate, and conditional flows."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Univariate Distributions\n",
    " \n",
    "### Background\n",
    " \n",
    "Normalizing Flows are a family of methods for constructing flexible distributions. Let's first restrict our attention to representing univariate distributions. The basic idea is that a simple source of noise, for example a variable with a standard normal distribution, $X\\sim\\mathcal{N}(0,1)$, is passed through a bijective (i.e. invertible) function, $g(\\cdot)$ to produce a more complex transformed variable $Y=g(X)$.\n",
    "\n",
    "For a given random variable, we typically want to perform two operations: sampling and scoring. Sampling $Y$ is trivial. First, we sample $X=x$, then calculate $y=g(x)$. Scoring $Y$, or rather, evaluating the log-density $\\log p_Y(y)$, is more involved. How does the density of $Y$ relate to the density of $X$? We can use the substitution rule of integral calculus to answer this. Suppose we want to evaluate the expectation of some function of $X$. Then,\n",
    "\n",
    "\\begin{align}\n",
    "\\mathbb{E}_{p_X(\\cdot)}\\left[f(X)\\right] &= \\int_{\\text{supp}(X)}f(x)p_X(x)dx\\\\\n",
    "&= \\int_{\\text{supp}(Y)}f(g^{-1}(y))p_X(g^{-1}(y))\\left|\\frac{dx}{dy}\\right|dy\\\\\n",
    "&= \\mathbb{E}_{p_Y(\\cdot)}\\left[f(g^{-1}(Y))\\right],\n",
    "\\end{align}\n",
    "\n",
    "where $\\text{supp}(X)$ denotes the support of $X$, which in this case is $(-\\infty,\\infty)$. Crucially, we used the fact that $g$ is bijective to apply the substitution rule in going from the first to the second line. Equating the last two lines we get,\n",
    "\n",
    "\\begin{align}\n",
    "\\log p_Y(y) & = \\log p_X(g^{-1}(y)) + \\log\\left|\\frac{dx}{dy}\\right| \\\\\n",
    "& = \\log p_X(g^{-1}(y)) - \\log\\left|\\frac{dy}{dx}\\right|.\n",
    "\\end{align}\n",
    "\n",
    "Inituitively, this equation says that the density of $Y$ is equal to the density at the corresponding point in $X$ plus a term that corrects for the warp in volume around an infinitesimally small length around $Y$ caused by the transformation.\n",
    "\n",
    "If $g$ is cleverly constructed (and we will see several examples shortly), we can produce distributions that are more complex than standard normal noise and yet have easy sampling and computationally tractable scoring. Moreover, we can compose such bijective transformations to produce even more complex distributions. By an inductive argument, if we have a sequence of $L$ transforms $(g_1, g_2, \\ldots, g_L)$ such that $Y = g(X) = g_L \\circ \\cdots g_2 \\circ g_1(X)$, then the log-density of $Y$ is\n",
    "\n",
    "\\begin{align}\n",
    "\\log p_Y(y) = \\log p_X(y_0) + \\sum^{L}_{l=1} \\log \\left| \\frac{dg^{-1}_{l}(y_l)}{dy_{l}} \\right|\n",
    "\\end{align}\n",
    "\n",
    "where $y_{l} = y$ and $y_{l-1} = g^{-1}_l(y_{l})$.\n",
    "\n",
    "In a latter section, we will see how to generalize this method to multivariate $X$. The field of Normalizing Flows aims to construct such $g$ for multivariate $X$ to transform simple i.i.d. standard normal noise into complex, learnable, high-dimensional distributions. The methods have been applied to such diverse applications as image modeling, text-to-speech, unsupervised language induction, data compression, and modeling molecular structures. As probability distributions are the most fundamental component of probabilistic modeling we will likely see many more exciting state-of-the-art applications in the near future."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fixed Univariate Transforms in Pyro\n",
    "\n",
    "PyTorch contains classes for representing *fixed* univariate bijective transformations, and sampling/scoring from transformed distributions derived from these. Pyro extends this with a comprehensive library of *learnable* univariate and multivariate transformations using the latest developments in the field. As Pyro imports all of PyTorch's distributions and transformations, we will work solely with Pyro. We also note that the NF components in Pyro can be used independently of the probabilistic programming functionality of Pyro, which is what we will be doing in the first two tutorials.\n",
    "\n",
    "Let us begin by showing how to represent and manipulate a simple transformed distribution,\n",
    "\n",
    "\\begin{align}\n",
    "X &\\sim \\mathcal{N}(0,1)\\\\\n",
    "Y &= \\text{exp}(X).\n",
    "\\end{align}\n",
    "\n",
    "You may have recognized that this is by definition, $Y\\sim\\text{LogNormal}(0,1)$.\n",
    "\n",
    "We begin by importing the relevant libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import pyro\n",
    "import pyro.distributions as dist\n",
    "import pyro.distributions.transforms as T\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os\n",
    "smoke_test = ('CI' in os.environ)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A variety of bijective transformations live in the [pyro.distributions.transforms](http://docs.pyro.ai/en/stable/distributions.html#transforms) module, and the classes to define transformed distributions live in [pyro.distributions](http://docs.pyro.ai/en/stable/distributions.html). We first create the base distribution of $X$ and the class encapsulating the transform $\\text{exp}(\\cdot)$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dist_x = dist.Normal(torch.zeros(1), torch.ones(1))\n",
    "exp_transform = T.ExpTransform()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The class [ExpTransform](https://pytorch.org/docs/master/distributions.html#torch.distributions.transforms.ExpTransform) derives from [Transform](https://pytorch.org/docs/master/distributions.html#torch.distributions.transforms.Transform) and defines the forward, inverse, and log-absolute-derivative operations for this transform,\n",
    "\n",
    "\\begin{align}\n",
    "g(x) &= \\text{exp(x)}\\\\\n",
    "g^{-1}(y) &= \\log(y)\\\\\n",
    "\\log \\left|\\frac{dg}{dx}\\right| &= x.\n",
    "\\end{align}\n",
    "\n",
    "In general, a transform class defines these three operations, from which it is sufficient to perform sampling and scoring.\n",
    "\n",
    "The class [TransformedDistribution](https://pytorch.org/docs/master/distributions.html#torch.distributions.transformed_distribution.TransformedDistribution) takes a base distribution of simple noise and a list of transforms, and encapsulates the distribution formed by applying these transformations in sequence. We use it as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dist_y = dist.TransformedDistribution(dist_x, [exp_transform])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, plotting samples from both to verify that we that have produced the log-normal distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(dist_x.sample([1000]).numpy(), bins=50)\n",
    "plt.title('Standard Normal')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.hist(dist_y.sample([1000]).numpy(), bins=50)\n",
    "plt.title('Standard Log-Normal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our example uses a single transform. However, we can compose transforms to produce more expressive distributions. For instance, if we apply an affine transformation we can produce the general log-normal distribution,\n",
    "\n",
    "\\begin{align}\n",
    "X &\\sim \\mathcal{N}(0,1)\\\\\n",
    "Y &= \\text{exp}(\\mu+\\sigma X).\n",
    "\\end{align}\n",
    "\n",
    "or rather, $Y\\sim\\text{LogNormal}(\\mu,\\sigma^2)$. In Pyro this is accomplished, e.g. for $\\mu=3, \\sigma=0.5$, as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dist_x = dist.Normal(torch.zeros(1), torch.ones(1))\n",
    "affine_transform = T.AffineTransform(loc=3, scale=0.5)\n",
    "exp_transform = T.ExpTransform()\n",
    "dist_y = dist.TransformedDistribution(dist_x, [affine_transform, exp_transform])\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(dist_x.sample([1000]).numpy(), bins=50)\n",
    "plt.title('Standard Normal')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.hist(dist_y.sample([1000]).numpy(), bins=50)\n",
    "plt.title('Log-Normal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the forward operation, transformations are applied in the order of the list that is the second argument to [TransformedDistribution](https://pytorch.org/docs/master/distributions.html#torch.distributions.transformed_distribution.TransformedDistribution). In this case, first [AffineTransform](https://pytorch.org/docs/master/distributions.html#torch.distributions.transforms.AffineTransform) is applied to the base distribution and then [ExpTransform](https://pytorch.org/docs/master/distributions.html#torch.distributions.transforms.ExpTransform)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Learnable Univariate Distributions in Pyro\n",
    "\n",
    "Having introduced the interface for invertible transforms and transformed distributions, we now show how to represent *learnable* transforms and use them for density estimation. Our dataset in this section and the next will comprise samples along two concentric circles. Examining the joint and marginal distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "n_samples = 1000\n",
    "X, y = datasets.make_circles(n_samples=n_samples, factor=0.5, noise=0.05)\n",
    "X = StandardScaler().fit_transform(X)\n",
    "\n",
    "plt.title(r'Samples from $p(x_1,x_2)$')\n",
    "plt.xlabel(r'$x_1$')\n",
    "plt.ylabel(r'$x_2$')\n",
    "plt.scatter(X[:,0], X[:,1], alpha=0.5)\n",
    "plt.show()\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.distplot(X[:,0], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2})\n",
    "plt.title(r'$p(x_1)$')\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.distplot(X[:,1], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2})\n",
    "plt.title(r'$p(x_2)$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standard transforms derive from the [Transform](https://pytorch.org/docs/master/distributions.html#torch.distributions.transforms.ExpTransform) class and are not designed to contain learnable parameters. Learnable transforms, on the other hand, derive from [TransformModule](http://docs.pyro.ai/en/stable/distributions.html#pyro.distributions.TransformModule), which is a [torch.nn.Module](https://pytorch.org/docs/master/generated/torch.nn.Module.html#torch.nn.Module) and registers parameters with the object.\n",
    "\n",
    "We will learn the marginals of the above distribution using such a transform, [Spline](http://docs.pyro.ai/en/stable/distributions.html#pyro.distributions.transforms.Spline) \\[5,6\\], defined on a two-dimensional input:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_dist = dist.Normal(torch.zeros(2), torch.ones(2))\n",
    "spline_transform = T.Spline(2, count_bins=16)\n",
    "flow_dist = dist.TransformedDistribution(base_dist, [spline_transform])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This transform passes each dimension of its input through a *separate* monotonically increasing function known as a spline. From a high-level, a spline is a complex parametrizable curve for which we can define specific points known as knots that it passes through and the derivatives at the knots. The knots and their derivatives are parameters that can be learnt, e.g., through stochastic gradient descent on a maximum likelihood objective, as we now demonstrate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step: 0, loss: 2.682476758956909\n",
      "step: 200, loss: 1.278384804725647\n",
      "step: 400, loss: 1.2647961378097534\n",
      "step: 600, loss: 1.2601449489593506\n",
      "step: 800, loss: 1.2561875581741333\n",
      "step: 1000, loss: 1.2545257806777954\n",
      "CPU times: user 4.92 s, sys: 69.3 ms, total: 4.99 s\n",
      "Wall time: 5.01 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "steps = 1 if smoke_test else 1001\n",
    "dataset = torch.tensor(X, dtype=torch.float)\n",
    "optimizer = torch.optim.Adam(spline_transform.parameters(), lr=1e-2)\n",
    "for step in range(steps):\n",
    "    optimizer.zero_grad()\n",
    "    loss = -flow_dist.log_prob(dataset).mean()\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    flow_dist.clear_cache()\n",
    "\n",
    "    if step % 200 == 0:\n",
    "        print('step: {}, loss: {}'.format(step, loss.item()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we call `flow_dist.clear_cache()` after each optimization step to clear the transform's forward-inverse cache. This is required because `flow_dist`'s `spline_transform` is a stateful [TransformModule](http://docs.pyro.ai/en/stable/distributions.html#pyro.distributions.TransformModule) rather than a purely stateless [Transform](https://pytorch.org/docs/stable/distributions.html#torch.distributions.transforms.Transform) object. Purely functional Pyro code typically creates `Transform` objects each model execution, then discards them after `.backward()`, effectively clearing the transform caches. By contrast in this tutorial we create stateful module objects and need to manually clear their cache after update.\n",
    "\n",
    "Plotting samples drawn from the transformed distribution after learning:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jA2vXrsWcOXMwefJkvnDOx7dDqtvtL3js6OhATU0NHnzwQVxyySWYMmUKurq6wvIdFAoFSktLUVlZyT/n8XhQWVmJ2bNnD/o8Ho9HVIMSqLGxER0dHcjLC+4fIBIeR874a4QWnz8GZ+XoAADfNhjQaQnvP26BvjzRzj+eMSqFf1x5tLW3w0e8eBg3AgUVsPgK58rKyvwnCLJwrrKyEjU1NbjoootEr/kK5yZNmoTly5ejo6Ojz/M4HA6YTCbRDwk/1uNB47vv4uDKlTD1U3cQDoca/XdGM0aloqSQC2gdLg9qmrsjei2RptPpcOutt+Lee+/FZ599hu+++w5Llizhi9tGjx4NhUKB5557DrW1tXjvvfewevVq0TnGjBkDiUSC999/H21tbTCbzUhLS0NGRgb++te/4vjx4/jss89E0yWhVlFRgc2bN2Pbtm2orq7G8uXLYbFYsHTpUgDA4sWLRUW5a9aswSeffILa2lpUV1fjqaeewiuvvIKbb74ZADdHf++99+Krr77CyZMnUVlZiQULFmDChAmi7C2JnuOtZv7xpJxkzJ3EZeFZFvjPsbaIXst/j/v/Tbm77Cz4Nlz+oSU+x494GTeEggpY+iuca27uOU/pYzQaodPpoFAocMUVV+C5557rUTj38ssvo7KyEuvWrcPOnTtx+eWXi6I6oTVr1iAlJYX/oTno8Os+cQL/vf56fFNRgfr/+z989YtfwGU2D/zGEGBZFodOcxkWvSoJYzI0KCn0z39/0xAbTY3C6YknnsCcOXNw1VVXoaysDBdeeCFKS0sBAFlZWXjppZfw9ttvY+rUqVi7di2efPJJ0fsLCgrwyCOP4Pe//z1ycnKwYsUKSKVSvPnmm9i/fz+mTZuG3/72t3jiiSfC9h0WLVqEJ598EqtWrUJJSQm+/fZb7Nixgx9P6uvr0dTUxB9vsVhw55134uyzz8YFF1yAf/zjH3j11Vdx2223AQBkMhkOHTqE+fPn46yzzsKtt96K0tJS/Oc//6FpnxhxrJULBjI0Seh67SWU7vsXVE4bAOBwo7Gfd4YWy7LY7c2wqJOAzHe24Le7X0CqtQs/tHTD42EHOMPIFA/jhpCEZdlB/586c+YMCgoK8OWXX4rSuPfddx927twpSj0JeTwe1NbW8oVzq1evxvbt2/uch66trcX48ePx6aef9joP3dvSxMLCQhiNRuj1+sF+HTJIrMeDzy+9FJaTJ0XPT1i+HFN+97uwf36T0YbZaz4DAFw4IROv3jYL+0914drnvwQAXPujUXjq+hn9nsNut6Ourg5jx44d8tbmpP//jiaTCSkpKSPq7+FIvOaRwmhzYsYjHwMArrfXYM6/NnLPq/T4R8nPof3JZXj1tln9nSJk6tot+MmTVQCAm5gfMPvdPwMA9ow5D6+edzOqfjcXRZnaXt9LY0do9PXfMZi/g0FlWIZbOFdSUoJ77rkHCxcuxJo1a/o8Xlg41xulUgm9Xi/6IeHTfewYH6yoCwog9c5r1v7tb7A2NPTzztA4JLgTm+6dez47Xw9fYb/vLo4QEjuE00FTGg/xj1PsJvzyq5fg/HrgMoJQ+aaeq7GQsB7M3PMu//zklqMAy6ImTqeF4k1QAQsVziWmrm++4R+PveUWjPV2O/QwDKojkAoU169wAYtKLkOOnovST3fZwn4NhJDgHPfeSEhYD9KPHezx+tTq/6C1OzK9TI5669xK6/dD3uy/yUqxm5BnasIPcV4HFy+CXiVEhXOJp+vAAf5x2jnnYOKdd0Lh7SR65sMPYQ/IuIWasKj27Hx/dX9BKrdSqMPCULtvQmLMsRYuw1LY1QCpmVsYkVNWBpcmGQAwpfkoqus7I3ItR5u7IfW4cfmRnr29JrfU4ChlWEaEoAMWKpxLPJ3eDItELkfK9OmQJyej6KabuBc9HjS8805YP7+23QIAUMmlfJACAAVp/senDdawXgMhJDjHvFNCU5qr+edy5s6F5Edc3YraZUfdf76MyLXUNJswrr0W2WZuZZJm9Gj+tUktNZRhGSGG1Ol2xYoVWLFiRa+vVVVViX5/7LHH8Nhjj/V5LrVajY8++mgol0EigOnqgqW2FgBgyhuLRrMLY5RKFF57LX547jkAQMPbb2PCHXdAIgn93iAutwf1HVwwUpShFe0/IgxeGrtsmJCdHPLPJ4QMTUMn9/d2Wqu/BULWRRchl5GibdenAADL7l3ArxaG9Tq6LAxaTA5MNp7mn5twxx344dlnYW9pwYS249jWagTLsmEZw0jo0G7NpF8nv9zHP96nzMc1f/kSZww2aAoLkemtW7KcPInO/fvD8vmNXTa4vEsOx2WJq/jFGRaqYyEkVrAsi2aTHWrGitHtdQAA3fjx0BQU4OyflcEt4f7p0X+3r7/ThISvfiXf6M/86ydPRub55wMAlG4GBa216BK07CexiQIW0q+9H33BP67LGItOC4O39nFFa4XXXce/1vD222H5/DrvdBAAjA1YdijMsFDhLSGxo9vhgpVx46zWHyD1ds7ImjMHAJCclYEzudx2C6mGZnTX1YX1Wo42c/UzeYKAJXnCBGRd6G+vP7mlBk1GGkNiHQUspE9uDwuDoOD2ZEYRAODv+xvh8bDIKy9HUjI3DXPm3/+Gszv088C1ooBFJ3ptFGVYCIlJLUZu9U+B8Qz/XIZgEz7DlFL+ce2OT8J6LTXN3QDLIs/EBSzqUaOQpNMhQ7Bhb77xNFpifPdlQgEL6cfuY63IbeXufqz6DMwoOQsAFxx8VdcBmUqFgvnzAQBumw2n//WvkF9DXbu/l0OPKaFUDf+YMiyExI5m7z/+6Rb/KiDtmDH846SZ5/uP/WpvWK/leKsZ6dZOqFxcKw39Wdw4psrJAettU59iM6LZ2HerDRIbKGAhffr+uxNQurkNylSTpmBh6Sj+tXe/4e6cxixaxD9X/+abIb+G2jZ/hmVcwJSQWiFDhpZrYhfPGRaWZXH77bcjPT0dEokEqampuPvuu6N9WYT0qdmbYUmz+gMWdX4+/zhv2mTYkrg+SvbvDiKIhutBq223iKeDJk0CAEhkMkjTuPYMKXYTH2TFk3gbOyhgIX06ffwU/zitaDQunZoDRRL3R+bLWm5fjpSzz0bK9OkAAOP338Nw+HBIr8FXw5KmkSNVo+jxuq/wttlk57exjzc7duzASy+9hPfffx9NTU2YNm1atC+JkH75plfSrVyHWbleD3myfxXf2Gw96rxTzFJDJ2yNjWG5DoOVQaeFQb5JELB4MywAoMjmNmNMtnejpdPS4/0jXbyNHRSwkD51nvIPIjljC6GSy/hNBxs6bTjjzWqIsixvvRWyz7cxbjR579T62ufDV3jLsv67unhz4sQJ5OXl4fzzz0dubi6SkobUjYCQiGk22SFhPUi1cl2qhdkVABibpUVt5jj+905BrVwonfBmaIUZFr0gYNHmcVvKSMHC0NT3Br4jVbyNHRSwkF453R7YW/x/gXX53DYJPx6bzj+3t45L9xZcdRVkGq6e5PS//hWy4tvGLn8zuKKM3gMWX3t+AGgzx98c9JIlS/A///M/qK+vh0QiQVFRUY9jurq6sHjxYqSlpUGj0eDyyy/HsWPHAHAp4aysLPz973/njy8pKRFte7Fr1y4olUpYrdR8j4RGs9EBvd2EJJbrQK0uKBC9nqdXoTF7PP97uNoi1LZxNXC+gEUik0E7diz/enKefw88a3N4O3ZHWjyOHSM73CJhU9dugd7i38NH5f1DOmtcBvAZtynlnroOXH1OAZJ0OhTMn4/6N9+Ey2zGqddfx4Q77hj2NTQIApZCwYogoUydf5qofQgByxcLFsDR3h78xQ2TMjMTF7377oDHPfPMMxg/fjz++te/Yt++fZDJZLhOsJwc4AamY8eO4b333oNer8f999+Pn/3sZzhy5AjkcjkuuugiVFVVYeHChejq6kJ1dTXUajWOHj2KyZMnY+fOnTj33HOh0Wj6uApCgtNisosKbgMzLFKpBJKJU+D5XAIpWHTuD0+GpbbdAqnHjZxu7uZLO3YsZIIO6ipvh3YAcLa1Dvq8sT5uAPE5dlDAQnp1tLkbqTZ/wKL27sZ9zuhUJEklcHlY7Kn1D0jjb7uNmw5iWdRu3YqxS5aIBoah8HW4BYBR6b3/hcjQ+T+jw8wE/RmO9nbYm2M3FZySkoLk5GTIZLJed0T3DTb//e9/cb63EdZrr72GwsJCbN++Hddddx3mzp2LF154AQDwxRdf4JxzzkFubi6qqqowefJkVFVV4eKLL47o9yLxrdlkR6G3fgXoGbAAwKj8TJxOzUeh4TS6f6iBs7tbVOcSCnVtFmSZ2yD3cJkeYf0KAKgFAYvc2AEb44ZaIRvwvLE+bgDxOXZQwEJ6VdNs4uefAUDlLU7TKJJQPCoFB+oNqG23oN3sQKZOCd3YscgrL0fTjh1wtLWh8Z13MOaGG4Z1DQ2CpcqFab0HLJmigCX4DIsyMzP4CwuBUH1udXU1kpKSMEvQ4yIjIwOTJk1CdTW3h8vFF1+Mu+66C21tbdi5cyfmzp3LDzq33norvvzyS9x3330huR5CnG4P2s0OzBCsENIETAkBwJhMDeoyxqLQcBrweGA4dAhZF1wQ0mupbTfz/VcAcf0KACgFAUuKjVspFNigsjcjfdwARubYQQEL6VVNsxkXeTMsSekZkCr8Uy8/Gp2GA/Xca4caDfjpZO4v/YQ77kDTDm431BN//StGX3cdJLKB71b64tuLBABGZ/SVYRnelNBg06sj2fTp05Geno6dO3di586dePzxx5Gbm4t169Zh3759cDqd/B0WIcPV1u0Ay/pXCAE9a1gAYEy6FvszxuKiE7sAcHUsoQxY3B4WJzusuLi7jX9ON26c6BjfjRgApNiNaDYOLmBJhHEDiL2xg4puSa9Od3RDb+daWmvz80SvzfCuFAKAgw1G/nFqcbF/f6FTp4a9i7MvwyKXSZArKK4VytT6MyztluCnhEa6KVOmwOVyYc+ePfxzHR0dqKmpwdSpUwEAEokEc+bMwbvvvovvv/8eF154IYqLi+FwOPDCCy9g5syZ0GoHHqQJGQzfjUN/NSwAMCZDI14ptDe0DeTOGGxgXB5kmf0Bi0bQvA4Q17Ck2IxDuukZqUbi2EEBC+lVd0sbZCzX10QVMP9ZIgxYGg2i18666y7+cc3TT8PtGNoAwLIsn2HJT1VDJu19F9XMZH+GZShTQiPdxIkTsWDBAixbtgy7du3CwYMHcfPNN6OgoAALFizgj5s7dy7eeOMNlJSUQKfTQSqV4qKLLsJrr71G9SskpDq8Nw5p3gyLVKHodSpjdLoGndoMdGi4lYedBw4MebzojW9bjyyzvzhWF7BSRp6SAlbOjSEpNiO6rIlz0zMSxw4KWEgPVsaFpE5/xbw6T5xhGZWmRrq3w+zBBoOoS2XGueci+yc/AQDYm5pw8pVXhnQNBqsTZocLQN/1KwBXU6OWc9NO7UMouo0HW7duRWlpKa688krMnj0bLMvigw8+gFwu54+5+OKL4Xa7MXfuXP65uXPn9niOkOHqsjAAy/JdbtV5eZBIe/5Tk5+qhlwmwbHsiQAAj8OBrm++Cdl11HmXNPsyLMrMTCTpxPuRSSQSSDOyAHABy1AK90eykTZ2UA0L6aHJaBevEAoIWCQSCWaMSsHnNW3osjrR2GVDoWAVz5R770VrVRXAsjj2/PMYff31kOv1QV2DaElzHyuEfDKTFWjotMVthuXuu+8WtdOuqqoSvZ6WloaXX36533OUlJT0aH8eeF5CQqHTwkDttEHt3bunt+kgAJBJJRiVpsEP2RPx45PctETHV18h88c/Dsl11LVboHTakeKd2g6cDvKRZ2WBaT4NrdMKgyH0G7hGU7yNHZRhIT00GeziFUK9LIkrHuWfFvqmQTwtpJ80CaO8KUWnwYBjzz8f9DU0dApWCKX33oPFJ8Nbx9JldcLpjs/2/ISMFB0WZsCCW5/R6Rocy5rI/97+1Vchu47adouofiVwOshHI6hjsbbEV/O4eEMBC+nhjNGGVJu/mLa3gEVYx3IoIGABgEkVFfzKorqXXoI1yL1CxE3jBsiwCFYKdSVg4S0hsaTLwog3PewnYBmToYFBk4ZWHTct06GQ+lcAACAASURBVPXtt3DZQrORaV27BZmC+hVtHwGLrsCfQWZaB988jkQeBSykh+bAKaFeMywp/ONDjcYer2sKCjBu6VIAgIdhcPTJJ4O6BuGS5gGnhAS9WBK1joWQWNFhYUQrhDR9TAkBXIYFAJ9lYZ1OdIVgXyG7043TBhuyBRkWbR9TQsL2/O72tl6PIbGBAhbSQ5PRNuCUUIZOyW88+N0ZI9yentvDT1i+HIp0bgXA6X/9C10HDw76GhoFTeNG9dGW338tw+vFQggJnS4LI7rhUQXUwAn59gjzFd4CQPvu3cO+hvpOK1gWoimhvjIswqXNkq7It9sng0cBC+lBWHSblJbWZ4t9X5bFyrhxwluRLyRPTsZZv/kN//uRtWt7FG/1xTclpJbLkKFV9HusqNutpf+AZbCfT3pH//3IQDotDHQO/3jQX3fWokwuw/KDIGBp+uCDYf85q23zLWkeOMOiErXn7+zzs+nP/vCE4r8fBSykh+ZOKx+waHrJrvgIC28P9lLHAgBjbriB3x21c+9etHz66YCfz7IsTnszLKPS1JBIuB4s7bt34+DKlejYt090/GD2E/It06MdiYfH999PuOyREKEOCwOdw8L/7suy9mZUmgYSCdCt0uNMIdeszHLq1LB3b/bdQGV1972k2UfY7TbZauTbKfjQ2BEaoRg7aFkz6cHU0so3jQtc0iw0I6CO5bqZhT2OkcrlmHLvvfj6zjsBAEfWr0f23LmQ9vOHtq3bAYeL+3xf/Urdtm347rHHAI8Hjdu3Y9aWLXxX3UxBBqatjykhmUyG1NRUtHqL6jQaDR8IkYGxLAur1YrW1lakpqZCNowtF0j8crk9MNqc0DL+DIsiNbXP41VyGfJT1DhtsOHLMedhYcMRAEDD3/+OjJkzh3wdJ1rNUDlt0Du4Zcp9TQcB4oBFbzei08IgWeUfn2jsGJ5Qjh0UsBARs8MFicmfLekvnTtNFLD0nmEBgNzLLkNaaSm69u+HpbYWp954A2MXL+7z+IaA+pWjGzbg2MaN/HMehsG+X/0K57/xBlKmTkW6oIbFYHH2fR3ebFErrQQYstTU1F53fiUE4FoLAOAzLHK9vt+bE4BbKXTaYMOXWdOwSKeD22zGmQ8+wLRVq5Ck6b/gvi8n2syDWiEEADKNBh5ZEqRuFzSMDZ0WBmMyxO3maewYvlCMHRSwEJEWkx1awfxzf+lcvUqO8VlanGiz4EiTCXanGyp5z+hZIpHg7D/8AbuuvRYAUPPMMyiYP7/PO69GwZLmcZ0nRcGKduxYWOrq4DKbceDuuzH3o4+QqhYELLa+VwlJJBLk5eUhOzsbTmffgQ3pnVwup8wK6Vent62Ar4ZFkZY24HvGZGjx5YkOOJMUUM+9FOb334HbYkHThx+i0DtmBINlWZxos2DiIOpXAG5c8GiTITV1QcNYe23PT2PH8IRq7KCAhYh0mBloGcH88wADTklhGk60WeB0s/j+jAmlY3o/Pq2kBAVXX43T27fDaTDgh2eewbSHHur1WN8KIQnrQcbrf+Gfn/y732HskiX478KFMB09CvOJE7CcPInUUaP5Y3x3eP2RyWT0Dy8hYdBpYSD1uKFxcn+H+7vh8SkS7MTefcFlkLzPbZp6bONG5JWX91l70pdmkx1mhwu5pmb+OW3ALs2BJLpkwNQFLWPptz0/jR3RRUW3RKTD7BAXzPUz/wwA54z2v/5tH4W3PlPuvRcyNbdE+eRrr8FUU9Prcb4eLBfU/heo/QEAkDxpEsYvW4YktRr5V13lv949e6CSy6CSc3+UjYMIWAgh4dFpCbjhGUTAIpx+OZVehLRzzgHAFd8e7uOmpj/HW7nsTp6xiX9Of9ZZ/b5Hpuemt5VuBl0mS7/HkuihgIWItFsYaAQDjnyADIswYPmmvqufI7kGdBN+9SsAAOt249t774Wnl/RqY5cNepsRVx1+n39u+iOPQJrEJQQzzjuPf77DuyW9b1ookXZbJSTWdFrFS5oHlWHJ9GdYTnbacM6GDXxWpXH7dpx89dWgruGEN2DJ9wYsUqWy3ykhAJALbswMbZ39HEmiiQIWItJpDliSOEDAMiknmd8t+Zv6/jMsADB+2TLoJnI9F4zffy+qT/Fp6LTgxv1v8mnlUT//OTLOPZd/PXX6dD5T07FnD1iWRaqGK+wz2JzUL4GQKOHGD0HAMogaltGCTtanOizQjh6N4tWr+ecOP/QQDj7wANyOwTWFPN5mhtzN8D1YkidMgGSAaRxVmj9gsbT3f+NFoocCFiLSYXEEVcOSJJPyDeROG2xoNdn7PV6mVOKcJ56AxJstOfaXv6Bt1y7+dZfbg/xvqjCt6XsAgDIrC2c/8IDoHFK5HGmlpQAAe3MzrPX1fMDCuDywO2kDREKioSsgw6IcRIZFo0hCjp7rpVTXzo09BfPnY9ytt/LH1L/5JnbffDNc5p4NKgMdbzUjx9QCKbgbl+QBpoMAQJvuD1hsnRSwxCoKWIhIsEW3AHDOaP8xBwaYFgK4DMnEX/8aADc1tHfZMpz597/BsiwOv/QaFn79f/yxxY8/3msdjWhaaM8e0UohmhYiJDpMNmdQGVqfcZncFFCHhYHB+/f37D/8ASXr1kGqUgEAug4cwFdLl/YbtLAsi6PN3cg3nuGf00+aNODnazP8gZXTZBrUNZPIo4CFiLSbHdD6BhypFHK9fsD3zBSsDNpbN7i7k4nLlyOnrAwA11dl/29+gw+nT0fj/z4MhYera+madQlyL7mk1/dnzprFP+7YswdpWn+vBwMV3hISFQabUzwllJExqPeNz/YX3p5o8wc8hQsX4oK33oI8hcvidh04gK9XrOhz2rfZZIfB6hQV3CYPImBRp/vHMLep52auJDZQwEJEhFX+8pQUSKQD/xE5tygdvsaPe092DOpzpHI5Zm7ciFE//zn/nFuwrfwX4y9E0p339fn+1OJi/s6rfc8epAg6U/bXi4UQEj4Ga/AZWgAYn+Vfuhy4L1nqtGmY/corfNDS9p//oOnDD3s9z9EmrrOtMMMymCkhRYq/CSbbTRmWWEUBCxHpsDB847jBDjYpGjkm5SQDAI6cMaHbPrgMhzQpCSXr12P6o48i++KLoS0qgq1gLLbO+gXe/tH1GJ3T95JqqUKBtBkzAAD2piZkuP3N5ijDQkh0GAMzLIOoYQH6D1gAIOXss1HyxBP870fWrIHb3rNe7kgTF2z4VgjJU1JEmxv2RbhKSGrpHtQ1k8ijgIXw3B4Wpm4r1C6uGn+gHixC543lBiYPCxwYxGohH4lEgqL/9/8wa8sW/LSyEpXL1uLAaK6gdkxG/225dePH849Tu/1dLSlgISQ6egQsg82wZAsCltbe+6Dk/PSnyJozBwBgO3MGJ158sccxR5u7oWEsSLVz0zrJkyYNat8fuSDDIrdb4HC5B3XdJLIoYCG8LisDzSB3WQ10bpH/2L11g5sW6s2pDi5TkiSVIC9F1e+x2tH+Drfazhb+MU0Jxa6NGzeiqKgIKpUKs2bNwl5vH53e/POf/8TMmTORmpoKrVaLkpISvPLKK6JjWJbFqlWrkJeXB7VajbKyMhw7dizcX4P0gmVZbuND7xgiVSgG3aU2T6/i2yPU9pJhAbxbfDzwAL9E+fgLL4AxiG+OqptMQTWM8xFOCWkYC4w2uumJRRSwEF6PFUJDyLAAwO4TQwtYWJZFvbfL7ag0NZJk/f/x1AgCFlWHvw03ZVhi01tvvYWKigo89NBDOHDgAGbMmIHy8vI+N5RLT0/HAw88gN27d+PQoUNYunQpli5dio8++og/Zv369Xj22WexadMm7NmzB1qtFuXl5bD3Ml1AwsvKuOF0s6J9hAa7q7FUKsG4LK7w9lSnFYyr99YEyRMnYvSiRQAAt9WKU6+/zr9md7pR22bGKMNp//GDKLgFxFNCWsYKEwUsMYkCFsLrMDuGHLDk6FWY4E3rHmw0wjTIOhahdjMDK8OlYkcH7JbaG2H3Slmrv8jOQMuaY9KGDRuwbNkyLF26FFOnTsWmTZug0WiwZcuWXo+fO3currnmGkyZMgXjx4/HXXfdheLiYuzy9u1hWRZPP/00HnzwQSxYsADFxcV4+eWXcebMGWzfvr3XczocDphMJtEPCQ2DzQmwLLRMcDVwPr46FreHRX1n3+3xx992G+BdDFC3bRvfUO5IkwkeFji76Tv+WF+d20DkyclgvcGVhrFShiVGUcBCeO0Wxr+kGcFNCQHAhRMyAXADzp7a4NtbCwepMekDbyuvKSzkH7Mt/oBlMBsgkshiGAb79+9HmXcpOwBIpVKUlZVh9+7dA76fZVlUVlaipqYGF110EQCgrq4Ozc3NonOmpKRg1qxZfZ5zzZo1SElJ4X8KBX+GyPAYrU6oXHbIPdxNR7DjxwRBHUtNc9+9VrRjxiCvvBwA4Ghvx+l33wXAddrWOCw4q5WbEtQUFkI/deqgPlsik8Gj5m6SNIyVsrQxakgBC81Dx6fOgAyLPIgMCwBc4A1YAGDXsbZ+juydsNhubObAGZYkrRbKTO4zHY2N/PO0AWLsaW9vh9vtRk7Aio2cnBw0Nzf38S7AaDRCp9NBoVDgiiuuwHPPPYdLL70UAPj3BXPOlStXwmg08j8NDQ3D+VpEwGALuOEJMsMyOTeZf1zd1H/ma/yyZfzjEy++CNbtxjf1XSg+cwgylptOyisvH/SUFABAx30+ZVhiV9ABC81Dx68OS3D7CAX68bh0yKTcALHreHvQn39cUGwnvNvqj6+OhWlrhV7C3dlR0W38SE5Oxrfffot9+/bh8ccfR0VFBaqqqoZ8PqVSCb1eL/ohoWEa4pJmn6n5/v8XRwYIWNJmzEC6t9u1+cQJnHz9dXxTb0BJ40H+mLzLLw/q86XJ3OdrGCuMlsHtW0QiK+iAJRbmoUl49NgaPsiAJVklR0khl5U50WZBY5d1gHeI+baFBwYfsAhXChW5uBUDNCUUezIzMyGTydDS0iJ6vqWlBbm5uX2+TyqVYsKECSgpKcE999yDhQsXYs2aNQDAvy/Yc5LwMFid0DFDn1IuSFVDr+L2GDtyZuDaoin33MM/rn7yKbjqT2JSSw0AQJWXh9RB1q/4JKVwY5cULLq7qNttLAoqYImVeWgqnAsPg9UpTukGOSUEABeflcU//rwmuGkhX8CiVcgGXNLsoxEU3hY4uG0BjFbasTnWKBQKlJaWorKykn/O4/GgsrISs2fPHvR5PB4PHN4iy7FjxyI3N1d0TpPJhD179gR1ThIaBpuTbzoJDG7jQyGJRMJnWZpNdnSY+89ypM+cicLrrgMAuM3d+F3lk0hiuSxr3rx5wU0HQby02dxBGyDGoqAClliZh6bCufAw2IaXYQGAn07O5h9/frT3acLe2J1uNHgzMuOzdYMebIQZlhwrNw3FuGnH5lhUUVGBzZs3Y9u2baiursby5cthsViwdOlSAMDixYuxcuVK/vg1a9bgk08+QW1tLaqrq/HUU0/hlVdewc033wyA+wfu7rvvxmOPPYb33nsPhw8fxuLFi5Gfn4+rr746Kt8xkQ21aZzQ1Dx/0FDdNHDH2Sn33cfX2qlc/gCn4Iorgv5sZZr/Bs3eNfjmlyRykiLxIb55aLPZjMrKSlRUVGDcuHGYO3fukM63cuVKVFRU8L+bTCYKWkKgyyLOsARbdAsAZ+frkZ2sRGu3A1+eaIfd6YbK2xCqP7VtFviSIhOyBjcdBIh7saR3twPeul+T3Qm1YuDPJZGzaNEitLW1YdWqVWhubkZJSQl27NjB36zU19dDKti7ymKx4M4770RjYyPUajUmT56MV199FYu8fTgA4L777oPFYsHtt98Og8GACy+8EDt27IBKNbgMHQkdgzVgp+YgMyxAYB2LERdOzOznaC6LU/zoo9h3193wQIL6jDG4bPlipJ1zTtCfrU1Pgy9MCWxIR2JDUAHLcOehAaCkpATV1dVYs2YN5s6dK5qHzsvLE52zpKSk1/MplUoolcpgLp0MgtHm9G98qNdDmhR8PCuRSPCTSdl46+sG2J0e7K7twE8mZQ/4PuH+IeMHWb8CiDMsKSZ/RsdocyJHT/9oxZoVK1ZgxYoVvb4WWEz72GOP4bHHHuv3fBKJBI8++igeffTRUF0iGSKjjUEKM9wMiz9gOdQ4uDoSz/k/wX0L1sIjlWLGuBzcteT8oD8XAHSZ/gDLZaQallgU1JQQzUPHty6rf1niULIrPj+d4g9QPjnS0s+RfkMpuAW47etlWm4JtLA9Py1LJCSyjDYnNIx/x3Xh/jyDdVaODlpvZnTfyc5B1aJ98UM7HHIVnDIFLhLU0AVLLZgSctOOzTEp6FVCNA8dnxwuN+x2BlonV0cylLsjnzkTM6GSc3+0Pv6+BW7PwIPOsVb/fHUwAYtEIuGzLIrOVki9TauotTYhkWWwOqFh/CsDhxKwJMmkKPXuS9ZicvB7i/Xnix/8xf0XDyNgEV2vmQKWWBR0zp/moeOT0eqExukfHIYTsGgUSbhoYhY+PtKCdrMDB+q7RJsj9uZgg9H7XhmKBtGWX/R5hYUwVVdD4nEjxWZElzadMiyERJjR5oTaO4ZI5HLI1OohnWfW2HQ+CNlb14mifppIWhwu7PQem6aRY1pB8EGSjzCrLLUMXPBLIm9IRbc0Dx1/ukKwpFlo3rRcfOydDtrxXXO/AUuH2YHTBi6VPC0/hW8+N1gqwQqzFDsFLIREg3BKSK7XB72s2Ee4kepXdR24/ty+F1R89H0zbE4uq3r59Lygxw4h4bJmpd0y6AUDJHJoLyECgNswUJTOHUaGBQAumZyDJO/g8eHhJnj6mRYSFtcVjwr+DkkUsNi4VK7J5gr6PISQoXF7WHTbXfwYMpTpIJ/iUSlQJnH/NO2p7b+O5Z1v/Dsz//ycgiF/JiDOsGgYG00rxyAKWAgALsMiDFgUwxhwACBFI+eXJJ4x2rG/vu9GTAcb/UsIiwuDz+yosvzz1no7F/xQhoWQyDHbXZCwHqhd3HYqwxk/lEkylI7hbphOG2z4vo+ut2cMNvzXuwXI6HQN/56hEgZZGsYypB3nSXhRwEIAcEsShTUs8hDssbKgJJ9/vF1wJxRImGGZMYQMizLbvypJb/dmWGiwISRijDYn1MIVQsMcP64o9re4eO/gmV6P+esXtfAlbq85p2DIU1A+MqUSHrkCAKBlrDBSljbmUMBCAHAZFuGAkxSCgOWyqbn8aqF/H24C4+rZfZZlWRzyZlhSNXKMTtcE/TkqQcDimxKiDAshkWOyO0N6w/OzaXn8lPJ7357pMaXc1u3AG3vrAQAquRSLZ4/pcY6h8Ki5Al+V0043PTGIAhYCwLsk0Rm6KSEA0CqTcOnUXP78nx3t2ZPlRJsZ7WZud+XpBSlDuktSiqaEKGAhJNJMtuEvaRZK0yr4JcrNJjt2HhPvS7bhkxo4vDdA/2/WGGToQtRIVJsMAFA7qYYlFlHAQgD4im5Dl9L1WVg6in/86lf1PV7/5Ii/O+1Qeygo0tIg8XblTfVNCdFgQ0jEGAMDlhCMH9cKxo7H/13NZ2g/O9qCN/Y2AADUchnuuGjcsD/LR+ptQql22WGy9r/5Iok8ClgIAK7LbSjvkHzmTMhEUQY3zbPreLuoBT8AfFrtz7pcOlW8AeZgSaRSKDO5At8UBwUshEQaNyU0vC63geadnYsSbxH+8VYz7nn7IDZ/UYsVr3/DH/PHK6ciO4RbcMiS/YGW2UDN42INBSwEADdlo3aGPsMilUpw84/988tb/1vHP/Y1lQOAidk6jAmyYZyQr45Fa+uG1OOmKSFCIogrug3tDY9UKsHqBdPgmyX+18EzePyDalgZru9K2ZQc3HheaDe9FY571k7aTyjWUMBCAHgDljBkWADgutJCqL0NmN7c28BnWd4/eIbfoblsiNkVH99KIQlYJDu6YWHccLl7FvkSQkLPZHOFfEoIAKaPSsHjV0+HIkn8T9VVM/Lx55vOGfbKoEBKfTL/2EY7NsecIXW6JfHHYGP4lK5UoYAshNsipGjkuOPicXj602NweVisfv8INlxfgmcqj/HHXDE9r58zDEy4UkhvM8GoToXJ7kK6VjGs8xJCBma0hX5KyOemWaNx3tg0vL2/EQAwc0w6yqZkhzxYAQB1Wgp8TfkdRpoSijUUsBAAvgyLt612CAcbn9svGoc39tajxeRAVU0bfrT6E/61+TPyh7UHCBCwtNluRAO4QZQCFkLCz2QP7SqhQBOyk7Hy8ikhPWdvNKn+63aaaD+hWENTQgR2pxsOl4df1hyqdK6QRpGEx6+ezvdW8FHLZVj5s8nDPn9vS5up8JaQyAhHDUs0aNP9nbZdZgpYYg0FLAQGqxNSjxsqF7eMLxwBC8DVqWxdei6SVVxib2ymFptuKUVeytB2dRWi5nGERI8pYEpIEaYxJNyE1+2hgCXm0JQQ8c4/R+buaM7ELOy6/6cwO1woSB1+oOJDzeMIiR5hHxaJTAaZdugr/qJJdLNmsfR9IIkKClgIDFYmpPuADCRFLUeKWh7Sc4ozLNxyRGqtTUhkmAJ2ag5HQWwkJCX7VwlJrOZ+jiTRQFNCJKwV/pGiyMiAr2GDv4aFNi8jJBJMNn8fp3Df8ISTXBCwKBgr7E53FK+GBKKAhcAQWDA3AgccaVIS3+1Wb6cMCyGRYne6wThd/E3PSLzh8REGLGrGRmNIjKGAhYR847Jo8TWP09u7IWE9VMNCSASY7OHpkh0NwmvXOG2UpY0xFLCQsLXljzSVt/BWxnqgdVhoWTMhERAvNzwAINNqwUq4fxZVTjtlWGIMBSwkLDutRoO4eZwJJjvdHRESbkabS1y0P4IDFolEAo+a26xV7bTRTU+MoYCFwBAHRbeAt/DWS+cw02BDSASYAtsijNAbHh9WqwPgDVjopiemUMBCvF0qR37AohQFLN0UsBASAYFt+RUjdPzwkfoCFsYGo5WJ8tUQIQpYCIxWJi7ukBTp6fxjncNM88+ERAA3pTzyb3h8ZDpupVAS64a5m5rHxRIKWEjc1LAIMyzJdjNMNhdYlo3iFRES/3pMCY3wgEXYPM7SaYzilZBAFLAQUR8WiUyGJJ0uylc0NIEZFsbtgcPlieIVERL/emx8OEJveHyUgoDLZjBE8UpIIApYEpzHw4q6VCbp9SO2rbYow+LgNi6jXiyEhJfJ5oqrKSFVij/gshtNUbwSEogClgTX7XDBw4IfcISdHkcaRVoa/1jn4PYBocJbQsLLaHNCHQc1cD6aNH/AxZgoYIklFLAkOJPNCQnr8e8DMoLvjqQKBT9Y8gELFd4SElbcKqH4ybAIAxZXd3cUr4QEooAlwRmsTqicdkjBFaeO9MHGV8fiz7BQHwVCwskoLLqVSpGk1Ub3goZJWMPiMVPAEksoYElwRlt8tOX38TWP0zhtSHI7qYaFkDAz2f19nOR6PSTSkf3PinCVEGuhZc2xZGT/ySLDZrAxcbGk2UcpWCmkZSw0JURImBmt/gzLSB8/AHEdn8RqjuKVkEAUsCQ4g1Xcln+kd6mk9vyERI7Hw8JsZ0QZlpFO+B2UDivsTncUr4YIUcCS4Hr0UBjhAYsww5Js76a9QAgJo26HCwqnI25q4ABxhkXltFGWNoZQwJLg4qXLrU9ghsVopcGGkHAxBe5DNsLHD4DrReWjYWxUuB9DKGBJcAZrQA1LamoUr2b4RBkW2k+IkLAy2eNrp2YgMMNipzEkhlDAkuAM1vgacHrUsNBgE1M2btyIoqIiqFQqzJo1C3v37u3z2M2bN2POnDlIS0tDWloaysrKehy/ZMkSSCQS0c+8efPC/TWIV7zs9C4klcvhUSgBAGqnjergYggFLAnOEDAlpBjpGRZRwNJNy5pjyFtvvYWKigo89NBDOHDgAGbMmIHy8nK0trb2enxVVRVuvPFGfP7559i9ezcKCwtx2WWX4fTp06Lj5s2bh6amJv7njTfeiMTXIfC25Y+jGx4fVsPtp6Z2WqkOLoZQwJLgjNaAGpYRfofUo4aFApaYsWHDBixbtgxLly7F1KlTsWnTJmg0GmzZsqXX41977TXceeedKCkpweTJk/Hiiy/C4/GgsrJSdJxSqURubi7/kybYooGElymwBm6Ejx8+Eh03LcTVsNAYEiuGFLBQWjd+cH1Y4ielK8wQJdup6DZWMAyD/fv3o6ysjH9OKpWirKwMu3fvHtQ5rFYrnE4n0gV1SgCXicnOzsakSZOwfPlydHR09HkOh8MBk8kk+iFDZ7IHNJ4cwXuRCcm8AYvSzcBktg1wNImUoAMWSuvGF4PVCQ3DdXOUyGRI0umifEXDI5XL+cJhrobFBbeHjfJVkfb2drjdbuTk5Iiez8nJQXNz86DOcf/99yM/P18U9MybNw8vv/wyKisrsW7dOuzcuROXX3453O7ee2esWbMGKSkp/E9hYeHQvxTxrjKMnxsenyTBjs2WTmMUr4QIBR2wUFo3ftidbjhcHr5xnDwlBRKJJMpXNXz+/YS4fUC6qfB2xFu7di3efPNNvPPOO1CpVPzzN9xwA+bPn4/p06fj6quvxvvvv499+/ahqqqq1/OsXLkSRqOR/2loaIjQN4hPpsCtPeIkYFEIanFshq4oXgkRCipgobRufPHVd/jmoOOlYM5XeKt2OWg/oRiRmZkJmUyGlpYW0fMtLS3Izc3t971PPvkk1q5di48//hjFxcX9Hjtu3DhkZmbi+PHjvb6uVCqh1+tFP2To4q2Pk486zT+17DBQhiVWBBWwUFo3vhisTkhYcYYlHigEwTAV3sYGhUKB0tJSUWbVl2mdPXt2n+9bv349Vq9ejR07dmDmzJkDfk5jYyM6OjqQl5cXkusm/QtcZRgvAYtGUAvHmGjH5liRFMkP86V1q6qqeqR1faZPn47i4mKMHz8eVVVVuOSSS3qcZ+XKlaioqOB/N5lMFLQMgcHKxGU6V0krhWJSRUUFfvGLzIyO6gAAIABJREFUX2DmzJk477zz8PTTT8NisWDp0qUAgMWLF6OgoABr1qwBAKxbtw6rVq3C66+/jqKiIv6mSKfTQafTwWw245FHHsG1116L3NxcnDhxAvfddx8mTJiA8vLyqH3PRGKwxtdu7z6aDH/A4jJRhiVWBBWwhCKt++mnnwaV1u0tYFEqlVAqlcFcOulFjx4scRKwKETdbqkXS6xYtGgR2trasGrVKjQ3N6OkpAQ7duzgM7b19fWQSv1J3+effx4Mw2DhwoWi8zz00EN4+OGHIZPJcOjQIWzbtg0GgwH5+fm47LLLsHr1ahofIsQk2ItMptFAKpdH+YpCQykYC93dlGGJFUEFLMK07tVXXw3An9ZdsWJFn+9bv349Hn/8cXz00UeU1o0hPXqwjPCmcT5KmhKKWStWrOhzrAgslD158mS/51Kr1fjoo49CdGVkKAw2/27v8ZJdAQK+i5kCllgR9CqhiooKbN68Gdu2bUN1dTWWL1/eI627cuVK/vh169bhj3/8I7Zs2cKndZubm2E2mwEAZrMZ9957L7766iucPHkSlZWVWLBgAaV1I4DrwRJ/88+BNSwG6sVCSMh5PCw3rczEVw0cIB4LJVYzWJZaI8SCoGtYKK0bPwxxmmEJDFioUyUhoWdmXJC6nFB4uL9f8XLDA4iDLxVjhdnhQrIqPqa7RrIhFd1SWjc+GGxOaIU1LHEy4FDRLSHhF2/beggJgy8NY4PR5qSAJQbQXkIJzGh1Qu2MvwGHljUTEn7GwKZxcdKWHxCPhWqnlaaVYwQFLAmsR1vteJkSEnRJpoCFkPDoMaUcJzc8AJCk1YL1dv2mDRBjBwUsCazTwvD7CAHxMwctlcv576JzWChgISQMDDaGXyEExFfAIpFKwWq4fdXUThuNITGCApYEZrCKd2pWxEmGBRDuJ0QZFkLCwSjowQLE15QQAEDrDVgYK40hMYIClgTWaQ3IsMTRHZIvYNE4bTDT9vCEhJzB6ozbDAsASHVcAKZx2mCwMlG+GgJQwJKwbIwbdqd/HyGpUgmZYLuEkU5YeOsxGeH2UB8FQkKJy7DEb8CS5J1WlrEemAzUPC4WUMCSoDq9dwy+DEu8DTZKUXt+6sVCSKgZrAw0zvhrPOkj3KrE2tUVxSshPhSwJKguiy9g4e6Q4mUfIR8F9WIhJKx61LDEWcCiSvWPibYu2gAxFlDAkqA6LQyS3E4o3VzgEm8Zlh7t+SlgISSk4r2GRZPm/z4OoymKV0J8KGBJUF1WRtz0Kc4Gm8But11UNEdISBkDdnuPtwyLNt3fz8llpAxLLKCAJUF1WZi4bfoE9LYBIgUshISSweqE1sHVwEkVCsjU6ihfUWgJAzA37dgcEyhgSVCdcdylEhAX3eoc3ei00JQQIaFksDHQeov2FWlpkHg7w8YL4ZjIUsASEyhgSVCBGZa4K7oNWCVEGRZCQsfGuGFn3PwYEi/beggJG+FJrGZ4qDVC1FHAkqA6rf67IyD+BpzAKSGqYSEkdDqtDBRuBnKPC0B8dcn2EW2AyFjRbXdF8WoIQAFLwuqyMEh2mPnfhUWq8UCmVEKq1QLwBiw0JURIyHSaxTc8wg1H44WwhkXD2GCw0U1PtFHAkqA6LQx0dv+8rCLOAhZAvJ8QZVgICZ1OK8MX3ALxl6EFAjIsTis6LTSGRBsFLAmqy8pA7/AHLMrMzCheTXiovAGLlrHCYLZH+WoIiR+dFge0whq4OM+wqBkb3fTEAApYEhDLsuiyOkUZlnibEgLE34nppNbahIRKp8UpnhKKwwyLTKkEK1cA4DZApJWG0UcBSwKyMm4wLg9fwyJJSoq7pk+AuPDW2dUZxSshJL50WhyiKaF4DFgAQKLTAfBmWGhKKOooYElAvrnYZG+GRZmRAYk0/v4oCAMWhdUEG+OO4tUQEj86LU5+41QAkMfhlBAAyJK5GzktY+E3jCXRE3//SpEBdVgYgGWR7K1hiceCW0A8JZRMhbeEhAxXwxL/GRa596ZH6WZgNFDzuGijgCUBtXU7oHbaIGM9AOKzfgUQB2LJ9m6q8ickRDot4lVC8Vh0CwBqwRhiaeuI4pUQgAKWhNTW7eCzK0D8BiyqrCz+cbK9GwYrFc0REgqdFka0SigelzUDgDbLv3rS3kEBS7RRwJKA2rodfP0KEMdTQoKl2skOE00JERIiXMDizbBIJHG3tYePOtM/NlLhfvRRwJKA2sz2hMiwCAMWvb2b9hMiJATcHhYGm3+nZrleD4lMFuWrCg/hJqoeoyGKV0IAClgSEpdhEbTlj8OmcYB3Xt27+omrYaEpIUKGy2BlwLLw79Qcp9NBgDj7LDUZ4KYNEKOKApYEFFjDEq9TQhKZDNIUrhgw2d5NU0KEhECnhYHU44bGaQMQv0uaAXGGRWc3w2ijm55oooAlAbWZHXHf5dbHF4wlO0xo76b2/IQMV6eFgdobrACJk2HROcy00jDKKGBJMCzLejMs8T8lBADqbG6lkNzjhqmD2vMTMlyiglvEecAizLBQL6eoo4AlwZgdLtidHvEqIcFfynijzfYvbba2tkXxSgiJD21mcVv+eJ4SEgZjlGGJPgpYEkxbtwMA+BqWpORkyJTKaF5SWAmzRy7qo0DIsLWY7AmTYZHK5WC1yQAAnaOb9hOKMgpYEowvYNF5p4TiuX4FEAcsUlMXHC7aT4iQ4WgxOURN4+K1y62PJJX7fjqHmdvWhEQNBSwJps3sQJLbyVf4x3P9CgAohM3j7N3oMNOAQ8hwtJjsCbFTs488jZsyV7scaO8yD3A0CScKWBJMW7eDz64A8buk2SewPb8vw0QIGZpWk3jjw3hty++jEXS7NTZTHVw0UcCSYBJlHyEfcbdbE9rNFLAQMhyt3XZoEqSGBQB02f4xxEyF+1FFAUuCaTLaE6LLrY94PyHKsBAyHA6XG11WZ8KsEgLEGRbaADG6KGBJMI1d1oTKsAS256cMS3Rt3LgRRUVFUKlUmDVrFvbu3dvnsZs3b8acOXOQlpaGtLQ0lJWV9TieZVmsWrUKeXl5UKvVKCsrw7Fjx8L9NRJWq4n7+5Moq4QA8bS5s7MTLEvt+aOFApYE09hlQ7rFv+uoMjs7ilcTfsL2/Hq7iTIsUfTWW2+hoqICDz30EA4cOIAZM2agvLwcra2tvR5fVVWFG2+8EZ9//jl2796NwsJCXHbZZTh9+jR/zPr16/Hss89i06ZN2LNnD7RaLcrLy2G3U1fjcGj1dovWeTMsUqUSMrU6mpcUdsL2/CpbN0x2VxSvJrFRwJJAGJcHzSY7ssz+eVjd2LFRvKLIUHhTujpHN9opYImaDRs2YNmyZVi6dCmmTp2KTZs2QaPRYMuWLb0e/9prr+HOO+9ESUkJJk+ejBdffBEejweVlZUAuOzK008/jQcffBALFixAcXExXn75ZZw5cwbbt2+P5FdLGC3eDEuK3QgAUGVnQyKRRPOSwi6wPX8bbfERNUMKWCitOzI1G+1gWSC723tHK5FAM3p0dC8qAjRZ/vb8xnZqzx8NDMNg//79KCsr45+TSqUoKyvD7t27B3UOq9UKp9OJdO8db11dHZqbm0XnTElJwaxZs/o8p8PhgMlkEv2QwWsx2ZHkdvJ9WJSCVXjxKrA9vy9oI5EXdMBCad2Rq7HLCrAsn2HRjBoV111ufTSC9vz2tt7/nJLwam9vh9vtRk5Ojuj5nJwcNDc3D+oc999/P/Lz8/kAxfe+YM65Zs0apKSk8D+FhYXBfpWE1mJyiLb1UAX8t49Hoh2bHd38tBiJvKADllhI69JdUu9aPv8cO6+8EsdfeKHX1xu7bNA5zHzTOG1RUQSvLnqEK4WYdqryH4nWrl2LN998E++88w5UKtWQz7Ny5UoYjUb+p6GhIYRXGf9aTXZ+OggQ9zmKV8JOvpRhia6gApZYSevSXVJP1oYG7L/rLpiqq1G9fj06vv66xzGNXVZkm/0ZhkQMWJLMBnTbnVG8msSUmZkJmUyGlpYW0fMtLS3Izc3t971PPvkk1q5di48//hjFxcX88773BXNOpVIJvV4v+iGDd8ZoQ4rNf4MY70X7ACBVKCDR+fYTsvArpUjkBRWwxEpal+6SxFiPB9/cdx/cFv9Sw+8ffRSsW7xvTmOXzV+/gsQouAXEg2qKzYjTBlsUryYxKRQKlJaW8plVAHymdfbs2X2+b/369Vi9ejV27NiBmTNnil4bO3YscnNzRec0mUzYs2dPv+ckQ1ffYRVnWBIgYAH87fl1DjNaaEooaiK6SihUaV26SxKr27YNnQGFzMbvv0fDP/4heu7/t3fn0XFUV/7Av9Vb9d5Sd2u3bHkHDFjGtoTZTBIPNglJyDDEEE4AD4EzBDPw8yQMzgQ7IZljCErG+TkMEGYYnIUYyCSQEOL8HGdMhmDjDQfjDW+ybO3qVu97d/3+qO7qaqklq7V0VXXfzzk6lFol8Rqbp1v33XcfH7BkdwiZyiRg0YuetitCg+gcpIBFCuvWrcOLL76IrVu34tixY3jwwQcRDAaxZs0aAMDdd9+N9evXC/c//fTTeOKJJ/DSSy+hqakJPT096OnpQSDANz5kGAaPPvoovvvd7+I3v/kNDh8+jLvvvhv19fW49dZbJXmPpSwST6LbF4G1zDIsAGCs4ncKGeNhuF1UgiCVggIWuaR1Sa72n/6Uv2AYzH/0UeH1Y21tSEaz6cuhS0LlkmEx1NUJ15VhDy5QwCKJ1atXo62tDRs2bEBzczMOHTqE7du3C9nVjo4OdHd3C/c/99xziMVi+Lu/+zvU1dUJH21tbcI9jz32GB5++GE88MADWLp0KQKBALZv3z6hByKS34XBEDgOsJZhhsUk2k0Z7izvjL6UCgpYKK0rP4lQCMFz5wAAFVdeiXkPP4zam24CAMRcLvS98w4AIBRLoNsXQVU6w6LS6WCor5dm0EUm3slQERrkd0sRSaxduxbnzp1DNBrF+++/j9bWVuFru3btwssvvyx83t7eDo7jhn1861vfEu5hGAZPPvkkenp6EIlE8Mc//hHz5s0r4jsqH+0D/P83tnB5Byyp7i7EkykJR1O+Cl4SorSuvPhF/Wqs8+cDAGbccYfwWtdvfwsAONHjB1Kp7Jbm6dPBqNVFHKl01CwLjZ1P6VaGPFTDQsg4tLv4GjlbhF8SUel0JX9Sc4a4X5XD30fLyhLRFPoNq1evRn9/PzZs2ICenh40NzcPS+uqVNk4SJzWFdu4caPwpPTYY48hGAzigQcegMfjwXXXXUdp3THyf/yxcG1JP1k6r7kGOrsdMbcbPTt3IhEI4Gi3DxUhD7Qpvq10uewQyjDW18PndsEa8aFzwH/xbyCE5Ohw8xkWazpgYZ3Oku9ymyHOsDgDA2h3BdHkNEk4ovJUcMAC8GndtWvX5v3arl27cj5vb2+/6M/LpHWffPLJ8QynrOULWFRaLeo//Wm0/+xnSEWj6N6xA0cxpyzrVzKM9XXwfXQYKnDwd/Ve/BsIITnaXSGoUwlYonx2vFwKbgHANGOGcO0MDOCci5aVpUBnCSmc78QJ4TqzJAQADZ/9rHDd9dvf4li3D3XebEFjuewQyhAX3nKuPoRidIAZIYU45wrmdrkto4BF53AAev6QR2fQRQGLRChgUbhMhkVnt+cc0lV51VVCUW3/u+/CdeIkrj/9rvB124IFxR2oxHJ2CoUG0UV1LISMWSKZQudguCwLbgF+FcCQblDqCLrQ0U9bm6VAAYuCRd1uRPv5IlrLvHk568mMSoXG224DAHDJJB7YsRnV6YJbx9VXo+Lyy4s/YAnph2xtPk9Fc4SM2cm+ABIpTii4Bcrj4EMxa7ruT82l4DpHW5ulQAGLgonrV6x5tnLOvv9+GKZN478ezaZyxb1ayoVhSPO49oHgKHcTQsQ+6PAAGNKDpQwOPhQzN2XrWGIXLiCZ4iQcTXmigEXB8hXcimlMJiz813/Nfe2qFjiWLp3yscmNXtRzpjLswbFuSukSMlYfdAwCQO45QmWWYRFvba7w9aPHRy36i40CFgUTF9xaRAW3Ytarl2HfbL4BXwoMljz+taKMTW701dVAert9RciDoxSwEDJmh87zGZYK0ZJQOdWwAEN3CvXjOM0hRUcBi4LlZFjmzs17z19ODeDnzbfj9UV/h8Nr/gVVixcXa3iyotJohAm2MjSIj3sD1K2SkDHwhuM42cdvZa5HdndM2QUsogxLVXAAB9NZJzH/yZPY99Wv4uA//VPOsShkcoyrDwuRh8CZMwD4glKtxZL3nrf+2o2kSoM/z7kBX/7bJXnvKReGujpEenpgjfqRikZxpj+I+bX5/7sRQngfXvAI184Yn1VgNBro7HaphiQJfV0dGI0GXCIBZ2AA75zL/nfhOA6nXngBH//wh0jFYgCAiiuuwKx775VotKWJMiwKlYxGEffw/8OMdCbQgXNu/PpQJwDAzGpw/Vxn0cYnR+KdQrawF0e7vaPcTQgBgJ3H0g0nOQ4GD7/TkK2qAqMqr18fKo0GxoYGAHzzuL+eH0QinaVt/+lPcfyZZ4RgBQAuvPGGJOMsZeX1N66EZLYzA/lTs32+CL7++ofg0oXs//ipOdBry+PsoJHknto8iKNdtAZNyGjCsSR+dfACAMCZCIIJ8ktD5tmzpRyWZDJHmrDJGGwDF3Ci149kJIKT//7vwj2Z85W8hw/Df/q0FMMsWRSwKFSkN9tefmjA8nGvH5/70V9wJr11d+E0G/7+2vLqbJuPOGCpCHlwuJMyLISM5neHu+GL8F2hP++MC69b5syRakiSqr7xRuF62dndONjhwblf/EJ4gKy7+WbMfegh4Z4Lv/51sYdY0ihgUahIX/ZcIHE/hLMDQXzpxfeFLXf1Nj0237EIGjX9UYuXzuwhN/a1D8IVoMI4QvIZDMaw5U/Z0+CXm7K9i8o1w9Lw+c+D0bEAgJZz+7Bj70mceuEF4evzHn4YDZ/9LBg1n83ufPNNcCkq7p8s9FtMoaKigCXTDyGRTOG+rfswkP4lfEWDDW+uvQ4z6VRRALknVNf4+5BMcXj7ox7pBkSITLmDMdz/k/3CmTkLGytQ4eoSvl6uGRadzYb6m1cBAEyxEJa9/GQ2u7JqFazz50NfVYWq664DAIS7uuDat0+y8ZYaClgUKl+G5XeHu3Gmn38Kml9jwU/va0GVhZVkfHJkamoC0scXVPv5/36/PdQ1yncQUn5O9wdwy//9X+w/x2/bdZpZPPulRQiK6jHMZRqwAMD01auF62leflMDo1Zj3sMPC6/Xiw6fdVPAMmkoYFGonICluhocx+G5XdkJ5VufW4AKo06KocmWmmVhTB9gVhfoAzgOe9vdePtwN072+vGT3e3YtrcD3nB89B9ESIkKRhN44Cf70eXll5SdZh1euncJplUahQJSnd0Otsy2NIs5WlpgmNEkfB5TafHOZ76KnWEzookkAMB6ySXC10MdHcUeYsmiPiwKJQ5Y2OpqvHtqAMd7+POCFk2vwNWzyndCGY155kyEOjrAxsKwRnzwGWz46s8P5tzznbeO4vtfbMaqy2tH+CmElKZv//YITouytFv/vgW1Nj3iPp+wDF2u9SsZDMNg/sNrcehrX4PHYMN/XPMVnGNn4PVX/4oX3jmDzXc0Y076wQgAgufOSTja0kIZFoWKpncJqVgWWqs12ysBwFeum5VzcjPJEk+2f1uTzHtPMJbEY7/8K3wRyrSQ8tHvj+K/D2b7Nj3/5cWotekBAP5Tp4T7yrV+RazxC1/AinffReO23yI4PXuO2/EeP+568X2ENCxYJ9/3KkgZlklDGRaFiqQLvfQ1NWAYBu+dHgAAqBjg+nnl3SBuNOZZs4TrLzcCeudsHDw3CKdFhzlVZuw548bedjd8kQRe/ks7/vFT+Y88IKTU/OavXcIJxHcvm5FTrB8Q16+UeYYlw1BXhxvrgN2X1mHfWTeefOsojvf44QrG8J//exZLZ8xAdGAA0b4+JEIhaIxGqYeseJRhUSBxl1u2qgr9/ig+7uUbOl0xrQJWvVbK4cmaeLINnz2Lx2++BK/9wzL8+12Lse6m+Xjm9iuhVvHZqf/43zMIRBNSDZWQoso0iAOAv72qIedrAVGGpZwLbvPRqlW4Zo4TP/7yEmjSc8d/vnsW2obsshDVsUwOClgUKDpkh1AmuwIA1852SDEkxRBnWDJnMYnNcJhwazM/WfsiCbx3amDYPYSUmpO9fhxJd35eOM2GOdW5Z2yJO7ZaKMOS13SHEV9cygcpgWgC7ZoK4WtUxzI5KGBRoJwdQlVV2H3aJXx+zWxaDhqNzuGA1mYDkJvmFrtpQbYR3752d1HGRYiU3j+b/Xt+y5XDzybzn+QbyKlNppwzuUiuu1qzJzofg1W4Dra3SzCa0kMBiwIN7cFyIN0vQatmsKSpUqphKQLDMEKWJdzVhUQoNOyepU3ZHVZ724cfIU9Iqfnr+ezJw1fNyJ1D/KdOIXyBXy6yXXopFfSP4tJaKyqN/JL8nrBeeJ0KbycHBSwKJF4S0jiqcDZ9ZtDsKnPZH3A4FuI6luDZs8O+bjfpMLfaDAD4qNOLINWxkBL31wt8wKJRMVhQb835Wtfvfidc161aVdRxKY1KxWBZeln+nC774BOiJaFJQQGLAokzLG7WgkS6sn9ejWWkbyEiOXUsIywLLZ3JTzbJFIcPOjx57yGkFASiCZzs44v259dach56OI5D51tv8Z8wDOo//Wkphqgoy9LL8mGdESkTPydTDcvkoIBFgcQnNXcy2a1y82rMUgxHccQBS2ZtfqiWnGUhqmMhpeujTi84/pkHCxsrcr7mO3YMwXRxuqOlJeegVZLfNaKNDx5bNQAg3N2NZJQOWp0oClgUKNODBQBOJ7LrpHMpwzIm1ssuE64HDx3Ke89i0Tr+sW7flI+JEKmI61eap+UGLOLloPpbbinamJRsltMEm4GvY+nSp4MXjkPo/HkJR1UaKGBRIHGX2xN+TnidloTGxlBfD30t33Z/8NAhpBLDa1QaKgxgNfz/Hmf6A0UdHyHFlNnODABXNtqE65jXiwtvvAGAP9yvbuXKoo9NiRiGEWrgzrPZBx/qxTJxFLAoUKaGRV9Tg4/Ta886jQrT7dRJcSwYhoF98WIAQDIUgu/YsWH3qFSM0Omzwx1CIpkq6hgJKZZzLr5on2Eg/J1PxWLY/9WvItLTAwCouv56sA7q8TRWc9IBy4C5SngtQFubJ4wCFoVJxeOIe70AAK3DgXYXvy13dpVZ6NBKLs6+ZIlw7T5wIO89mck7nuRwYTBclHERUmyZOaTeZgCrUYPjOHz4zW/CtWcPAP505ss3bpRyiIqTCVjcpmyGJRP8kfGjgEVhYp7senPCZBPO/qCC28JkMizAyAHLrKrsWSqZreOElBJPKAZvmD/ks8nJZ2g7XnsN5//7vwHwy84tP/4xTNOnj/gzyHCZgMXPZreIR12ukW4nY0QBi8LE3NkdKxF99hdqk8OU73YyAsv8+dCY009B+/eD47hh98x0ZoPA01THQkpQJrsC8MdS+D/+GB89+aTwWvP3vofKRYukGJqiZQIWnz5bVxgdoGM+JooCFoURZ1gCumyQMq3SIMVwFEul0aCiuRkA34gv08lTjDIspNRl6lcAoKmCxYFHHkEqEgEAzPjSl9BAO4PGpd5mgFGnRlhrQEKlAQDEKGCZMApYFCY2mG0VP6jOBinTKqngtlAOUR2La//+YV+f5cwGLGf6KWAhpad9IJthaew+Cf/HHwMALPPmYcG//ItUw1I8lYrB7CozwDDws3y2hTIsE0cBi8LERQHLACMOWCjDUqjKq64SrjMFhmIVRh3sJh0AyrCQ0iTOsJg/2itcz/3qV6HW6/N9Cxmj2ekMrT+9LBR1u8Elk1IOSfEoYFEYcYalm2MBACoGqLXR5FIo++LFUBv5zFTPH/+IVDw+7J7MTqEeXwThGE02pLS0iwKW2J53AfA9V6puuEGqIZWMTNbbz6brWFKpnPmbFI4CFoUR17BcSPDdFGutemjV9EdZKLVej5obbwQAxD0euPbuHXZPQ0U2c9XjixRraIQUxbl00e2lnAehc+0A+C3/OpttlO8iY1GfnjtyCm9pp9CE0G85hRHvEupO8RmWBloOGre6m28Wrrt///vhXxdlrrq91ItlIp599lk0NTVBr9ejtbUVe/MEiBlHjhzBbbfdhqamJjAMg82bNw+751vf+hYYhsn5uOSSS6byLZSUcCwJVzAGAFg6cFx4veYTn5BqSCWlvoKfO/y0U2jSUMCiMOKUYpDlU45UcDt+1cuXQ5Veq+/+wx+GrTGLl9p6vJRhGa9XX30V69atw8aNG3Hw4EEsXLgQK1euRJ/o5HGxUCiEWbNm4amnnkJt+hiFfBYsWIDu7m7h4913352qt1ByxBnD2ec+FK6rP/lJKYZTcjLZ2QBLActkGVfAQk9K0hGWhBgGIS0fqIiXLUhhNCYTqpcvB8Bnr1z79uV8PTfDQgHLeP3gBz/A/fffjzVr1uCyyy7D888/D6PRiJdeeinv/UuXLsUzzzyDO+64AyzLjvhzNRoNamtrhQ+n0zlVb6HkZAJwfTyMynP88RTG6dNzTjMn41dHS0KTruCAhZ6UpJVZEkoZzUip1ABoh9BE1a9aJVx3b9+e87VaW/a/LS0JjU8sFsOBAwewYsUK4TWVSoUVK1Zg9+7dE/rZJ0+eRH19PWbNmoW77roLHRc5YC4ajcLn8+V8lKvedIZlhvscmBSfWaxevhwMQ0d8TAYzq4FVr8kW3YJ6sUxUwQELPSlJK57OsMSN2f8JqIZlYqo/8QmodPz25e7t23OWhepoSWjCBgYGkEwmUVNTk/N6TU0NeiZwvkpraytefvllbN++Hc899xzOnj2L66+/Hn6/f8Tv2bRpE2w2m/DR2Ng47n+/0mWWhGp8vcJr1ksvlWo4Jam+wkA1LJOooIBFLk9K5fqUlIqUzicuAAAgAElEQVTHEU+/17Ah2za+npaEJkRrsQjLQtH+/pwmck4zKxwqSUtC8nLzzTfj9ttvx5VXXomVK1fi7bffhsfjwWuvvTbi96xfvx5er1f4OH/+fBFHLC+ZALzGnw1YzLNnSzWcktRAAcukKihgkcuTUrk+JWVOaQaAgDbbhbXGSj1YJqru058Wrrvfflu4VqsY1Fj4zCBlWMbH6XRCrVajt7c35/Xe3t5Rl4kLVVFRgXnz5uHUqVMj3sOyLKxWa85HucosCdX4s8v5VL8yueorDAjqTEgy/K9aClgmRha7hAp9UirXpyTxDiFvuuDWpFPDzGqkGlLJqP3kJ4Vloa7f/z53WSidwXIFY4jEqXlcoXQ6HRYvXoydO3cKr6VSKezcuRPLli2btH9PIBDA6dOnUVdXN2k/s5RlloSq0xkWbWUlWLtdyiGVnPoKAzhGhUCmPT8V3U5IQQGLXJ6UyvUpSRywuBg+q1JN2ZVJoTGbUZ1uIhdzuXKayIm3Nvf5osUeWklYt24dXnzxRWzduhXHjh3Dgw8+iGAwiDVr1gAA7r77bqxfv164PxaL4dChQzh06BBisRg6Oztx6NChnDnha1/7Gt555x20t7fjvffewxe+8AWo1WrceeedRX9/StTrjYCNR1AZ5jO35pkzJR5R6RF6saQLb6MuV96T4cnYFBSw0JOStMQBi0fDZ1iqLSMXMpPC1IuWhbpEy0J1oqCwi3YKjcvq1avR1taGDRs2oLm5GYcOHcL27duF5eWOjg50d3cL93d1dWHRokVYtGgRuru70dbWhkWLFuErX/mKcM+FCxdw5513Yv78+fjiF78Ih8OBPXv2oKqqqujvT2lSKQ59/iiqxctBVL8y6erSuwwzdSxcPJ6ztE8KU/Bawrp163DPPfdgyZIlaGlpwebNm4c9KTU0NGDTpk0A+Celo0ePCteZJyWz2Yw5c+YA4J+UPvvZz2LGjBno6urCxo0b6UkpD3HAEtDxNSyUYZk8NelloVQshn7RtnpqHjc51q5di7Vr1+b92q5du3I+b2pquuiT6LZt2yZraGVnIBhFIsXlFtxS/cqkq0o/UA4tvNVVVEg1JEUrOGBZvXo1+vv7sWHDBvT09KC5uXnYk5JKlU3cZJ6UMtra2tDW1obly5cLk1TmScnlcqGqqgrXXXcdPSnlIT5HKMimAxbKsEwajcmEioUL4d63D6GODoR7emCorc0JWHrpPCFSAnq9/NImFdxOLSFgYXObx1nSD+ukMOOq1qQnJWmIzxEK6vgirhorBSyTybF0KdzpbrfuvXvR8LnPwWnO/jceCFANC1E+oQcLbWmeUiadGgatOifDQs3jxk8Wu4TI2OQ7R6jaQktCk8nR2ipcZwpvcwOWWNHHRMhk6/NndgjxGRZGq4Vx2jQph1SSGIZBlYXNzbBQwDJuFLAoSFy0JBRIZ1iqKcMyqSoXLQKj5o88yJwrVEUZFlJiXIEYGC4lBCymGTOg0molHlVpqrKwuecJUcAybhSwKIg4wxLSUYZlKmhMJtiuuAIAEDh1CtGBAVgNGujU/P8q/X4KWIjyDQSisAfd0KYSAGhL81SqMrNCHxaAerFMBAUsCpIJWGKsUTj4kDIsk8+xdKlw7dq/HwzDwGHmm8rRkhApBa5ADNUBKrgthioLK2ySAEDbmieAAhYFyQQsIT0frRu0alioy+2kc7S0CNfuIXUs7mAUyRQ1fiLKNhCIojKUXWI2UP3KlKmysAjqsgGLOFNOCkMBi0KkEgkhMvel2/JXW1k6Cn4K2JcsAdL/Xd3pgxCd6QxLigMGQ5RlIco2EIjCFs4GLPoh58ORyVNlYRFT6xBPZ8UpwzJ+FLAoRFx0IrWfutxOKa3VCtOMGQAA/6lT4JJJ2tpMSoorGENFOPuLkwKWqVNlZgGGQSidZRH30yKFoYBFIcRReTBdcCv+JUoml2XuXABAKhpF6MIFOEXB4YCfMixEueLJFDyhOGyigMUwiWfBkVyZ5nGZZSFaEho/ClgUQrylOROpZwpByeQzizpR+k+dygkOXUHKsBDlcgf5gLsivSTEaLXQ0SnNU0YIWNKFt6loFMkIdcweDwpYFCKWE7DwGRaHiTIsU8Uyb55wHTh1SqhhAWhrM1G2zJJmJsOir6oCo6JfBVMl82CZmbcByrKMF/0tVYi8S0JUwzJlxGd9+E+eHNI8jpaEiHINBGLQJOMwx4IAqH5lqrEaNSqM2tydQlTHMi4UsChEvgyL00RLQlPFPGsWkH7q9J88mVvDQkW3RMFcgShskWwRv57qV6acw6TLCVjiFLCMCwUsCiHeJZStYaEMy1RR6/UwNTYCAAKnT8NhzLYtp4CFKBltaS4+h4kVMuMAZVjGiwIWhRBH5Jm/+FR0O7XM6Z1CyXAY7GA/1Cq+NwsFLETJXAHa0lxsdpMup9st1bCMDwUsChET1bBkl4QowzKVxHUswdOnYE8vwbmphoUo2EAglpthoSWhKWc364TMOEBLQuNFAYtCxIfUsGjVDKwGass/lTK9WAC+jsVuTAcs1OmWKNhAIEoZliIbWsNCS0LjQwGLQoh3CYW1BjhM1JZ/qol7sQROZTMskXgKoVhCqmERMiGDoVhu0zgKWKac3aTLqWGhDMv4UMCiEJmIPKw1IKVSU/1KEZhnzxbOFPKfPCkELEC2+RYhSuMOxoSmcQAtCRXDsBoWCljGhQIWhchkWLIFt1S/MtU0BgMMDQ0AgGB7OypN2Z1CFLAQpRoMZjMsWpsNar1e4hGVPoeJzW0cRwHLuFDAogAcxwkBC/VgKS5jOmCJ+3xwqrLLQBSwECWKxJMIRhPZLre0HFQUdpMOSZUGEQ3/oElLQuNDAYsCJAIBcMkkANrSXGzGadOEa0fILVxTwEKUaDAUgykWhDbFB98UsBRHZr6mAxAnhgIWBcgtuKUloWLKLAkBgC1AAQtRNr5+RbRDiOpXiqLSmAlY+Pk77vWC4zgph6RIFLAoQCxf0zhaEioKccBi9A4I1xSwECUaDMapy60EdBoVLHqN0IuFSyaRCAQkHpXyUMCiAPGcpnGZtvwUsBSDURSw6Ny9wvUg9WIhCuQOxWAVnyNEAUvROKjb7YRRwKIAQ5vGAYCdutwWhTjDohrIBiyUYSFKNBiMwRLxC5+zDoeEoykv1Itl4ihgUQBxW35aEiouQ22t0Isl2dstvE4BC1EidzAGS1QUsDidEo6mvNhNLHW7nSAKWBQgnuccITsFLEWh0umEtHmksxNmlj8OgQIWokSDoRgskWztBGVYisdh0lEvlgmigEUBcpeETNBpVDDq1BKOqLxkloVibjeqdCkAFLAQZRqaYdFRwFI0dnNuDQstCRWOAhYFyD2p2QCHSUfnCBWRuBdLY5Kf7D3hOJIp2pZIlMUdjMEc5TMsKp0OGrNZ4hGVD7uRDkCcKApYFCCes63ZRMtBRWaorxeu62P8nwXHAR7aKUQUxi0qumWdTnrwKaIKozZnSShOu4QKRgGLAogzLGGdgQKWIhNvbXaKeljQ1maiNJ5ARMiw0HJQcfG7hCjDMhEUsChAJsMSU2sRV+soYCkyg2hJqDKY7XbrClDAQpSD4zhEBz1QgV/KpILb4qoc0odFvJmCjA0FLAow9KRmCliKS5xhMXn7hevBUFyK4RAyLsFYEmwo2zSOApbisht1CGsNSIFfhotRwFIwClgUIJM6FLrcUsBSVOIaFr1HHLBQhoUox2AwBiv1YJFMpVEHjlEhrDUAoBqW8aCAReaSkQhS0SgA6nIrFbVeL0zu6gFqz0+UaTAUgzlCW5qlYtFroFYxwjxOGZbCUcAiczlN47SZgEUr1XDKlpBl8bihSiUB8E+shCgF34OFmsZJRaViUCnaKRT3esGlUhKPSlkoYJG5nJOaWcqwSEU4JC6VEhpvUQ0LURJPKA4zLQlJqtIoOk+I4xD3+0f/BpKDAhaZE5/omalhoaLb4hOfalsR5rNelGEpzLPPPoumpibo9Xq0trZi7969I9575MgR3HbbbWhqagLDMNi8efOEf2a5GwzFYKUlIUlVGnXCPA5Qt9tCUcAic3E6+FAW2Opq4dqWCViohmXMXn31Vaxbtw4bN27EwYMHsXDhQqxcuRJ9fX157w+FQpg1axaeeuop1NbWTsrPLHeDwVhuhoUClqKrNA1pHkd1LAUZV8BCT0rFMzTDomIAm4FqWIrNIMqwVCdoSahQP/jBD3D//fdjzZo1uOyyy/D888/DaDTipZdeynv/0qVL8cwzz+COO+4Ay+ZfAi30Z5a7wVA85+BDXWWlhKMpT3zzODoAcbwKDljoSam4cjMsJlQadVCpqJ12sbHigCXOByx0AOLYxGIxHDhwACtWrBBeU6lUWLFiBXbv3l3UnxmNRuHz+XI+ysVgKJthUdsqoNLSg0+xVRrpAMSJKDhgkcOTUjlNOuIMS5A1Uv2KRPSiJSFHjJ/0fZE4Ekmq8r+YgYEBJJNJ1IiCPgCoqalBT09PUX/mpk2bYLPZhI/GxsZx/fuVyBOKCzUstBwkDb6GRZRhoSWhghQUsMjlSamcJp3YkIMPKylgkYRelB20hbIHIHrDtCykJOvXr4fX6xU+zp8/L/WQisbn8YNN8llBvZMCFilUmqjodiIKCljk8qRUTpPO0JOaqeBWGlqrFap0htAUFB+ASAHLxTidTqjVavT29ua83tvbO+Iy8VT9TJZlYbVacz7KRdztEq5pS7M07CYt1bBMgCJ3CZXTpCP+Cx3SGSnDIhGGYYStzfpAdpmOdgpdnE6nw+LFi7Fz507htVQqhZ07d2LZsmWy+ZmlLilaXqYlIWkMXRKiDEthNIXcLKcnpXKR+QsdVeuQUGspwyIhfU0NQh0d0IQC0CZjiKt11ItljNatW4d77rkHS5YsQUtLCzZv3oxgMIg1a9YAAO6++240NDRg06ZNAPil4qNHjwrXnZ2dOHToEMxmM+bMmTOmn0myIvEkdKLMIAUs0qAalokpKMNCT0rFl8mwBNPrnpVGClikoqdeLOO2evVqtLW1YcOGDWhubsahQ4ewfft2YSm4o6MD3d3dwv1dXV1YtGgRFi1ahO7ubrS1tWHRokX4yle+MuafSbL4HUKiLc0UsEii0qQTjlgBKMNSqIIyLAA9KRUTx3Gik5rTTePMFLBIRdzt1hb2YcBcBXeQaljGau3atVi7dm3er+3atSvn86amJnAcN6GfSbIGg3FYItQ0TmpWvQaMRoOwRg9DIkIZlgIVHLCsXr0a/f392LBhA3p6etDc3DzsSUmlyiZuMk9KGW1tbWhra8Py5cuFSepiP7NcJUMhcHH+F2Jm7z5lWKSTG7DwgaSHMixEATxDMiwUsEiDYRhhWciQiFCGpUAFBywAPSkVy9CCW4DOEZJSzpJQhH8youZxRAncodyTmmlJSDp2kxZB1gRHyM2f2MxxYBhqBjoWitwlVC6GbmkGaElISmy+AxBpWzNRgMFQnDIsMlEhOrGZSyaRCAQu8h0kgwIWGRvaNA6gJSEpGXKWhKjoliiHR3zwoUYDjcUi7YDKmJ1ObB43ClhkLPfgQyNMOjX0WrWEIypv4hOb7VH+OAja1kyUwB2KCQcfqmyVtAQhIb7bLTWPGw8KWGQs5+BDltryS01jNApPphWZGhbKsBAFGAxEhSUhnd0u8WjK29But3HaKTRmFLDIWM7BhzojNY2TgcxOIUvIC3AcvGE6AJHIn3/QCw2XBEDnCEltWPM4yrCMGQUsMpaTYaGDD2Uhs1NIk4jBEA/TAYhEEaKu7DlCRjpHSFKVQ2tYKMMyZhSwyFhuDYuJtjTLgHhrszWSrmOhZSEic3G3W7hmKcMiKbtJRwcgjhMFLDKWu0vICDvtEJIcm6c9P3W7JXKX8ogOPqQaFkkNLbqlDMvYUcAiY/EhjeMcZlbC0RAgf4aFmscROYsmktAGs78UqWmctOxGndCmAqBtzYWggEXGMhmWsEaPlEpNRbcywFZVCdc2WhIiCuAZ2jSOMiySqjRpqeh2nChgkTHhpGaWutzKRU6GJUzt+Yn8uYPZHiwAZVikZmY1iBnMwufiWkUyOgpYZIpLpYS1zUz6kIpupZc3w0IBC5GxwWCMMiwywjAMrGYDQloDAApYCkEBi0zF/X4gxff3yKQPnVTDIrn8u4So6JbIF3/woV/4nDIs0hPXscREO7jI6Chgkal8Bx9ShkV6GpMJGjOfzrWGqYaFyJ/44ENOoxX+/hLp2E06BNJL/XGvF6lEQuIRKQMFLDI19BwhvVYFo47OEZKDzLKQLUI1LET+xEtCqgo6R0gO7GYdAmw2cKSdQmNDAYtMidOEfr0ZDhNLE41MZJaF9IkodIkoZViIrLn9ESFg0VRS/YocOEw6BFkqvC0UBSwyJW6l7WcttENIRnIKb8NeyrAQWfO7B6Hm+Ho41kEBixzYTToERL1YKGAZGwpYZEocsARYC/VgkZGhhbf+SAKxBB2ASOQp7Mpma42iYJtIh8+wZAOWKBXejgkFLDIlXhIKsGbYTbRDSC7ybW320LIQkam46OHHXEU7hOTAbmJzalhop9DYUMAiUzlLQnoznLQkJBv6mhrhOtM8biBAAQuRp4RouYGlk5plgT8AkZaECkUBi0zFhtSw0JZm+dDnybBQHQuRI47jwHmyT+86ahonC44hu4QoYBkbClhkKrOmmWRUCGsNdPChjLB52vO7glGphkPIiEKxJNiwqGkcBSyywPdhoYClUBSwyFQmwxJgzQDDUNGtjIiLbjMZFloSInLkCsSEjsxAbnaQSKfSqENIVHQrzqiTkVHAIkMcxwk1LH7WAoAOPpQTjcUCFctnvKzCkhBlWIj8uIJRWCOiDAvVsMiCWsWAtVmRAt9bizIsY0MBiwwl/H5wcf58mkzakJaE5INhGCHLkmnP76IMC5EhVyAGiyhgYekcIdmoNOuFrc0UsIwNBSwyNHSHEADaJSQzma3NpngImmQcLiq6JTLkDmaXhFImC9QsPfjIhcPECs3jKGAZGwpYZCg2pGmczaAFq6FzhOREvLXZFvHBFaAlISI/A8GoELCoKim7Iid2UXv+ZCiEZCQi8YjkjwIWGcpty089WOQoJ2AJeyjDQmTJ4/KCTfJ/N7VUvyIrQw9ApOZxF0cBiwwN7XJbZaE0rtyIA5aKsBduqmEhMhTs7ROuDVUUsMiJw6RDgKXmcYWggEWGcmtYLKiy6CUcDclHX1srXNvCHvijCUQTSQlHRMhwof5+4dpcUz3KnaTY+G631IulEBSwyFBuDYsZVbRDSHZyMiwhDwDqdkvkJ+EaEK6ttTWj3EmKrcrC5hyASEtCF0cBiwxFhywJOS1UwyI3hiFLQgBtbSbyww1m5xJ9NTWNkxOnmaUloQJRwCJDQ88RogyL/OQuCWUOQKSdQkQ+OI6Dyis6+JC63MpKlYWlJaECUcAiQ5kalphKi6iGpaJbGVLr9dBWVAAAKsK0JETkJxBNwBTyCp/TSc3y4jSz8It2CUVpSeiiKGCRocxaZuYcISdlWGQpU8dijXgBjqMMC5EVdzAGi+gcIcqwyItVr0HMaBE+pwzLxVHAIjNcKiVE2oF0l9tqyrDIUiZg0aaSMMcC6PdTwELkYyCQPUeIY1Rg6aRmWWEYBgZH9s+EDkC8OApYZCbm8QCpFAC+foVh+O1vRH4MQ+pY+ihgITLS58t2uU1ZbGDU1C1bbmyVVsRUWgC57SxIfhSwyMzQpnEOkw4aNf0xydHQ5nF9PgpYLubZZ59FU1MT9Ho9WltbsXfv3lHvf/3113HJJZdAr9fjiiuuwNtvv53z9XvvvRcMw+R8rFq1airfgmL0+yPCwYdMJWVX5KjKwsJrsAIAwqImfyS/cf0mpEln6kQHsn0TAqyZ6ldkbGh7/n6qYRnVq6++inXr1mHjxo04ePAgFi5ciJUrV6KvL/9E/d577+HOO+/Efffdhw8++AC33norbr31Vnz00Uc5961atQrd3d3Cxy9+8YtivB3ZG+hxQcPxzQy1Diq4laMqCwuf3gYASPp9dJ7QRRQcsNCkM7Uiov+OXoOVdgjJmHhrM59hoclmND/4wQ9w//33Y82aNbjsssvw/PPPw2g04qWXXsp7/w9/+EOsWrUKX//613HppZfiO9/5Dq666ir86Ec/yrmPZVnU1tYKH5WVlcV4O7Ln6+4Vrg3Ug0WWnOZshgXInf/JcAUHLDTpTK1Id7dw7TFUoNZKbfnlamh7fl8kgUic2vPnE4vFcODAAaxYsUJ4TaVSYcWKFdi9e3fe79m9e3fO/QCwcuXKYffv2rUL1dXVmD9/Ph588EG4RqkFiEaj8Pl8OR+lKtSbDVgs1OVWlsQZFgCIUsAyqoICFpp0pl6kp0e49hgqUGujgEWu8rXnp51C+Q0MDCCZTKKmJvcXZ01NDXpEf+fFenp6Lnr/qlWr8JOf/AQ7d+7E008/jXfeeQc333wzksn8geOmTZtgs9mEj8bGxgm+M/mKidryV9RTwCJHTjMLnzjDIjr7iQxXUMBCk87UC4ueijxGCljkTFdZCZWO38GVac9PO4WK64477sDnPvc5XHHFFbj11lvx1ltvYd++fdi1a1fe+9evXw+v1yt8nD9/vrgDLqKkO/vQZ6AeLLJUZWHhFWVYIqL5nwynkXoAAD/pZFxxxRW48sorMXv2bOzatQuf+tSnht2/fv16rFu3Tvjc5/OVTNCSybCkwMCrt9GSkIwxDAN9TQ1C588L7fn7/VTHko/T6YRarUbvkAm5t7cXtaKlNbHa2tqC7geAWbNmwel04tSpU3nnDpZlwbKlXxeWTHFQ+6gtv9wNrWGJUoZlVAVlWKSYdPJhWRZWqzXno1RkAha/3oKUSo0aClhkLbMsZIqHoE3GKMMyAp1Oh8WLF2Pnzp3Ca6lUCjt37sSyZcvyfs+yZcty7geAHTt2jHg/AFy4cAEulwt1dXWTM3CFcgdjsKaXKQGAra6WcDRkJNWUYSlIQQELTTpTKxWPC1XiHgN/Tk0dLQnJ2tA6FurFMrJ169bhxRdfxNatW3Hs2DE8+OCDCAaDWLNmDQDg7rvvxvr164X7H3nkEWzfvh3f//73cfz4cXzrW9/C/v37sXbtWgBAIBDA17/+dezZswft7e3YuXMnPv/5z2POnDlYuXKlJO9RLvr8EdhD2QyLoczmUqUwsRqkKrI9cqiGZXQFLwmtW7cO99xzD5YsWYKWlhZs3rx52KTT0NCATZs2AeAnneXLl+P73/8+PvOZz2Dbtm3Yv38/fvzjHwPgJ51vf/vbuO2221BbW4vTp0/jscceK8tJJ9rfD3AcAD5g0alV1OVW5gz19cK1PTRIRbejWL16Nfr7+7Fhwwb09PSgubkZ27dvF2rcOjo6oFJln6GuueYavPLKK/jmN7+Jb3zjG5g7dy7eeOMNXH755QAAtVqNDz/8EFu3boXH40F9fT1uuukmfOc73ymLZZ/R9PujqEwHLAmTFRqjUeIRkZHYnHbEVRpoUwlEKcMyqoIDFpp0pk5YvEPIWIEaGwuGYSQcEbkYo6h2yh50oY9qWEa1du1aIUMyVL5C2dtvvx2333573vsNBgP+8Ic/TObwSkafNyTUVcFJy0FyVlthgE9vhSPkRpi2NY9qXEW3NOlMDfH6pcdABbdKYJw2Tbh2BN04SxkWIgPu891o4PgzybS1tBwkZ3U2PbwGGxwhNxJeL5LRKNRl9rA+VnRIjYwM7cFCBbfyZ8gJWFzopW63RAZ85y8I10bRsiWRn1qrHl497RQaCwpYZCQs7nJrrKCCWwUwDglYBgIx6nZLJBfs6hKuK6ZPG+VOIrVamwE+g2inEC0LjYgCFhmhDIvyqFlW2DLqCPKNurq9lGUh0kqI5pKqptLoUVWq6my5GRYKWEZGAYuMiItuvQYb6mwGCUdDxiqTZbFG/dAmYujyhCUeESl3jCtbD2ea1iDhSMjF1Fj1ORkWOk9oZBSwyEgmwxLQmRBX6zCtkgIWJRDvFHKEXOikgIVIKBxLwuATteWnGhZZowzL2FHAIhNcKjWsadx0O/VOUAJjQ/YJ1h50U4aFSKrbGxZ6sKRUauipLb+sVRi1CJsrhM8pwzIyClhkIuZ2g4vHAfAFt2ZWgwqjVuJRkbHIybAEXej2UA0LkU6XJ9vlNlHpBKNWSzwiMprMmWQZlGEZGQUsMpGzQ8hQgWmVBmoapxBDe7F0eSnDQqTT1eOCKRYCADBVNRe5m8hBRZUDcRUfWIZ6qNvtSChgkYncgMWGRloOUoyhGRaqYSFS6m8/L1zrqWmcIkyzm+AxVAIAQhcugEsf0UJyUcAiE8H2duHaZXKgsZICFqXQ19UJaXdH0IUuT5gmHCIZ7/lO4drSSDuElGC63Yh+sxMAwIVDiLlcF/mO8kQBi0wEz54VrnstNWi00w4hpVBpNNDX1gLgA5ZIPIXBUFziUZFyFRFla53Ug0URZjiMGDBni6PFD7AkiwIWmfCfPi1c91mqaYeQwmTqWIzxMAyxEDoHaVmISCPZl+3nVDmDAhYlaBRlWAAgeO6chKORLwpYZCKTYfHobYhq9VTDojBD61g63CEJR0PKVSrFQTOQLdqkc4SUgV8SEmVYKGDJiwIWGYgNDiLmdgPgsysAqGmcwpiamoTrGn8fzg4EpBsMKVvdvgicPj5g4cDAOH26xCMiY+E06xCozO7oooAlPwpYZCBw5oxw3WupRpWFhVGnkXBEpFCWefOE63pvF84MBCUcDSlXZ/oCqPHxS0JxRzU0BnrwUQKGYWCa3ogU+FYWFLDkRwGLDATEBbfWGsytNks4GjIeVlHAUuftxlkKWIgEzp08B0MiCgBQTZ8p8WhIIRqqbBg08lubA2fbaadhHhSwyEBQlGHps1RTwKJAhoYGqE0mAECdjwIWIo3+o8eFa8ucORKOhBRqut2IgXThbTLgR9zjkXhE8kMBiwzk7v1WsAcAABPpSURBVBCqwZwai4SjIePBqFSwzJ0LAHAGXQh7/RgMxiQeFSk3oTPZuaR2wSUSjoQUaoaDCm8vhgIWGcjsEIqptHAbKynDolDiZaFaXw/OUOEtKbbz7cJl/RWXSjcOUrCZThNtbb4IClgklorHEezoAAD0W6rAMSoKWBRqWOFtPy0LkeKJJ1Mw918QPrfSkpCizK+15DaPo4BlGApYJBa6cEE4pbnPUg27SQeHmZV4VGQ8xAEL1bGQYjvvDqHGy+8QCtsc0JjpwUdJqswsos5a4XMKWIajgEViQ7c0U3ZFuazz5wvX9d5unOyjJSFSPKc/7oApzjcsTDbMkHg0pFAMw8A5J7uzy3fm7Ch3lycKWCTmO3pUuO611GAOBSyKxTqd0NntAPitzUc6vRKPiJSTMx8cEa7Ns2k5SInmTHNi0GADwD/M0tbmXBSwSMy1b59wfdY5C5c32CQcDZmoTJbFGvXD19sPVyAq8YhIuRg4dkK4bqCCW0WaX2vFhQr+XDIu4M85FJdQwCKpVCKBwQ8+AAAMGmxwGe1YNL1C4lGRiRDXsTR4u3CYsiykSOLnssvL0xcukHAkZLzm15rR7sguCw0ePCjhaOSHAhYJ+Y4eRTLErzmfcc6GidVgbjX1YFEy2+WXC9ez+0/hIwpYSBEMBKJw9LYLn1vn0pKQEs2rseCso0n43J1+oCU8Clgk5Nq/X7g+7ZyFhY0VUKsYCUdEJsq5bJlwPb/vY8qwkKL46GQXprv59gjhuhnQ2WhpWYksei1Ucy8VzhRyH6SARYwCFgm5RfUrp52zaTmoBBjq6mCaNQsAMMN9Dh+f7ZN4RKQcnNn1F6jAF2iyi5ZIPBoyEc1z69FZUQ8ACJz8GHG/X+IRyQcFLBLhOA7udIYlpDWg21aHRY2VEo+KTIaqa64BAKi5FIynP0KvLyLxiEip8+3bI1w33nCdhCMhE7V0pj1bx8Jx8Hz4obQDkhEKWCQSPHsWMbcbAHDWMRNQqSjDUiKc6YAFAOb1nsCfP+6XcDSk1MWTKRhP8L/UUgyDBX+zXOIRkYloabLjjLjwlupYBBSwSGRgT/aJ6HTVbCycVkEdbkuEo7UVYPg16Pl9H+PPJwckHhEpZQcPn0WdpxMA4K+fBbaC6leUrNFuQGBGtgmlm3YKCShgkciFX/1KuD5RPQ8rLq2WcDRkMukqKmBdwG8rbfB24eCHp5FMUQMoMjX++vv/Ea5Ni1skHAmZDAzDYM4V8+Bn+SaiAwcOIhWjk98BClgk4TtxQkjzddrq0VE5HSsuq5F4VGQyVYmWhaad+SvtFiJTxrP3feF6wU20HFQKVlxWi4+r+Z5OXMCPnj/9SeIRyQMFLBI494tfCNd/mXUNGiqNmF9D/VdKSe2KFcL18lPv4Pcfdkk4GlKqOrrdmHZiLwAgqVJj1g3XXOQ7iBKsuKwG+2dnWySc27ZNwtHIBwUsRZYIhXDh178GAETVOuybsRS3XFkHhqH+K6Wk8qqrYFrAN5Fr9HRi7+/+hEg8KfGoSKn5f//+E1ii/CGbkauug8ZkknhEZDKYWQ2m3XA9BkwOAMDAu+8idOGCxKOSHgUsRdbx6qtIBPgJ5mDjVYizRtx9TZO0gyKTjmEYzP/KfcLnSw7vwNuHuyUcESk1sXgC6t+9Jny+9NGvSjgaMtluWdSA3TPTWRaOQ8drr43+DWWAApYi8nz4IY5973vC5+/OvharFtSiocIg4ajIVKm7+Waoqvhi6su7juCXv3kPiWRK4lGRUvHWS/8Np7cXADAw4zLMXkYN40rJiktrcOaKG5Bk+F/Tp3+xDTGPR+JRSUsj9QCUiOM4RPv6EOntBZdKgVGpoK+pAVtVBUaVPwYMd3Vh/9q1QrX3n2dfjw77DGy+fmbe+4nyqbRazFtzL45/73tQgcMNv9mCrddcivtuukLqoRGFc/UPwv3is8iU6jf9/X2j3k+UR69V455bluDwn69Ac+dfkXK7sP/hf8TV//USVJrCfnVzqRSiAwMId3Yi3NuLmNuNhN8PjuPAMAy0Nht0djvMs2bB1NRU8M8vlnGN6tlnn8UzzzyDnp4eLFy4EFu2bEFLy8jb6V5//XU88cQTaG9vx9y5c/H000/j05/+tPB1juOwceNGvPjii/B4PLj22mvx3HPPYe7cueMZ3qRLxWJwHziAgffeg2vvXnhFhxaKqXQ6mOfMgfWSS2CeOROGhgakYjH4jh7FuVdfRSoaBQCccTThV81fwJ0tjbhqOnW3LWUz77oLJ1/ZhuSFDjR4u3D8yW9g/8z/wJK5he8K4zgOXDwOLpUCx2W3STMMAzAMVBoNGLV6Moc/6cpt7pgKsUgUb9x1H2oG071Xqhpxy5c+J/GoyFT44pJp+PwNX8LsX52GJRqA672/4PCGDVjwjW9AYzYPu59LpRC6cAG+48fhP3EC/pMnEThzBsH2diTD4TH9O1U6HWyXXw5Hayucy5bBvmQJ1Kw8eoQxnHjmG4NXX30Vd999N55//nm0trZi8+bNeP3113HixAlUVw/vJfLee+/hhhtuwKZNm3DLLbfglVdewdNPP42DBw/i8vTJtk8//TQ2bdqErVu3YubMmXjiiSdw+PBhHD16FHq9/qJj8vl8sNls8Hq9sFqthbydvLhUCoEzZ+Daswf9776Lgd27hbqTiRo02PCDT66Dsa4O2//PDbDqtZPyc4l8Bc6exY7P3gpNmP87NGishO2uv8eNn7sRhro6pGIxxP1+hLu7Ee7sROjCBYQ7OxHp7UWkrw9xnw8Jv39MvRgYtRpqoxFamw2s3Q59bS0M9fUwzZgB08yZMM+aBUNd3YiZwIm42P+H5TB3iHHJJMJdXQieO8f/mXZ1ITY4iLjPBy6ZBKNSQWMyQedwQF9VBcO0aTA1NsLQ2AiNIf8y8Zn39mLXhn9F1dmPAABhnQFLXtmGWYsuz3s/Ub73Tg9g41Ov4KH/2QI1xy8pa6w21P3NCrDV1UjFYoj29yNw9iwCp0/nfZieCBXLwr5kCZzXXANHSwtsCxZMagBTyP+DBQcsra2tWLp0KX70ox8BAFKpFBobG/Hwww/j8ccfH3b/6tWrEQwG8dZbbwmvXX311Whubsbzzz8PjuNQX1+Pf/qnf8LXvvY1AIDX60VNTQ1efvll3HHHHZP2hqMDA0gEAkjF40jFYkiEw0gEAogNDiLa34/Q+fMInDkD39GjiPt8I/4cY2MjzLNnw9DQAJVWi1Q8jkh3N4IdHQicOQOkhtcpxFRa/HnO9fjjJSugt9vxs6+04tK6yZ0giXx1vvse9q25F+qU9DuFVHo9TNOnwzh9Ogx1ddDX1oJ1OKCrqIDGZILaaIRKp4NKpwOjVoNRqcCo1XygM0oG52L/Hyp17kjF44j09YFLJvmPRIKfQ6JRJEKh7BziciHS3Y1wei4InT8PLh6/6BjyYauqoK+pgbrSDn+CQ9AXQqKzA0ZP9piHuEoD61NbsOK2m8b17yDK8Z/vnsWOLf+JO/dvEw65HCtGo4GxsRGmGTNgnDYN+ro6sHY7NFYrVGo1uFQKscFBRPr64D95Er4jRxA8d27kn6fVwjJnDsyzZ8M0fTr0tbXQORzQWizQmExQsSw/d6hUUGk00JjN0FWOvJJQSMBS0JJQLBbDgQMHsH79euE1lUqFFStWYPfu3Xm/Z/fu3Vi3bl3OaytXrsQbb7wBADh79ix6enqwQtS3wmazobW1Fbt378476USjUUTTyysAP0kB/Bsfzf6vfx39u3aN/ibz0FZWwnnNNai69lrYlyyBoWbkdH4iHMbffnMbTL5+VIQ8iKtZBFgj2u1NCOitmFNtwve/uAANpouPl5QOy5WX48qtW/H2hqdQdXrsh5lpTCZobDZozWao9XowGg2fHWEYYSs8x3H8MlEiIfwSjfv9iHs8QL7nkVAIgePHgePHC3oPn/yf/wFrt4/49czf53zPQEqeO4Lnz+PPt9wy4tenQqi3F+jtHf56+p9eQwVq/s9jaPmbq2keKQO3X+mA+sEvYdO2elx/9E9YdOEDIdsiYBgYGhr4soS5c2GZN08IKlTa0TP5mc3wdel/RgYG4N6/n19leO89RMV/F6NRBI8cAY4cGdPY6z/7WSz87ndH/Ppo88ZQBQUsAwMDSCaTqBnyC7umpgbHR5j8enp68t7f09MjfD3z2kj3DLVp0yZ8+9vfHvZ6Y2Pj2N5IodrbgQ8+AJ59dsI/6jyAq74x4R9DSPHNHFuBuN/vh82We55N2c4dU+mBLwEPSD0IUmzvj/bFs2eBd98t1lDGZssW/uMi8s0bQ8mzFPgi1q9fn/PklUql4Ha74XA44Pf70djYiPPnz0/6mrQUfD4fvR8ZK6X3M9H3wnEc/H4/6uvrp2B0k2O0uWNo80b6s5WfUnkfQOm8l2LOGwUFLE6nE2q1Gr1DUpW9vb2ora3N+z21tbWj3p/5Z29vL+rq6nLuaW5uzvszWZYFO6Top6KiAgCEScdqtSr6L8FQ9H7krZTez0Tey0hPSEqYO0ZCf7byUyrvAyid9zIV88ZQBW0V0Ol0WLx4MXbu3Cm8lkqlsHPnTixbtizv9yxbtiznfgDYsWOHcP/MmTNRW1ubc4/P58P7778/4s8khCgLzR2EkAnjCrRt2zaOZVnu5Zdf5o4ePco98MADXEVFBdfT08NxHMd9+ctf5h5//HHh/r/85S+cRqPh2trauGPHjnEbN27ktFotd/jwYeGep556iquoqODefPNN7sMPP+Q+//nPczNnzuTC4XChw+O8Xi8HgPN6vQV/rxzR+5G3Uno/U/1e5D53DEV/tvJTKu+D40rnvRTzfRQcsHAcx23ZsoWbPn06p9PpuJaWFm7Pnj3C15YvX87dc889Ofe/9tpr3Lx58zidTsctWLCA+93vfpfz9VQqxT3xxBNcTU0Nx7Is96lPfYo7ceLEeIbGRSIRbuPGjVwkEhnX98sNvR95K6X3U4z3Iue5Yyj6s5WfUnkfHFc676WY76PgPiyEEEIIIcVGhx8SQgghRPYoYCGEEEKI7FHAQgghhBDZo4CFEEIIIbJHAQshhBBCZK9sApZoNIrm5mYwDINDhw5JPZyCtbe347777sPMmTNhMBgwe/ZsbNy4EbFYTOqhjdmzzz6LpqYm6PV6tLa2Yu/evVIPaVw2bdqEpUuXwmKxoLq6GrfeeitOnDgh9bAmzVNPPQWGYfDoo49KPRTZoXlEWkqfQ0p57ijGvFE2Actjjz0m6zNOLub48eNIpVJ44YUXcOTIEfzbv/0bnn/+eXzjG8o4SfHVV1/FunXrsHHjRhw8eBALFy7EypUr0dfXJ/XQCvbOO+/goYcewp49e7Bjxw7E43HcdNNNCAaDUg9twvbt24cXXngBV155pdRDkSWaR6RTCnNIqc4dRZs3przTiwy8/fbb3CWXXMIdOXKEA8B98MEHUg9pUnzve9/jZs6cKfUwxqSlpYV76KGHhM+TySRXX1/Pbdq0ScJRTY6+vj4OAPfOO+9IPZQJ8fv93Ny5c7kdO3Zwy5cv5x555BGphyQrNI9IqxTnkFKYO4o5b5R8hqW3txf3338/fvrTn8JoNEo9nEnl9Xpht9ulHsZFxWIxHDhwACtWrBBeU6lUWLFiBXbv3i3hyCaH1+sFAEX8WYzmoYcewmc+85mcPyfCo3lEWqU6h5TC3FHMeaOg05qVhuM43HvvvfiHf/gHLFmyBO3t7VIPadKcOnUKW7ZsQVtbm9RDuaiBgQEkk0nU1NTkvF5TU4Pjx49LNKrJkUql8Oijj+Laa6/F5ZdfLvVwxm3btm04ePAg9u3bJ/VQZIfmEemV4hxSCnNHsecNRWZYHn/8cTAMM+rH8ePHsWXLFvj9fqxfv17qIY9orO9FrLOzE6tWrcLtt9+O+++/X6KRE4B/uvjoo4+wbds2qYcybufPn8cjjzyCn//859Dr9VIPp2hoHqF5REpKnzukmDcUeZZQf38/XC7XqPfMmjULX/ziF/Hb3/4WDMMIryeTSajVatx1113YunXrVA/1osb6XnQ6HQCgq6sLN954I66++mq8/PLLUKnkH3PGYjEYjUb88pe/xK233iq8fs8998Dj8eDNN9+UcHTjt3btWrz55pv485//jJkzZ0o9nHF744038IUvfAFqtVp4LZlMgmEYqFQqRKPRnK+VCppHlDOPlNocUgpzhxTzhiIDlrHq6OiAz+cTPu/q6sLKlSvxy1/+Eq2trZg2bZqEoytcZ2cnPvGJT2Dx4sX42c9+pqhfIq2trWhpacGWLVsA8OnQ6dOnY+3atXj88cclHl1hOI7Dww8/jF//+tfYtWsX5s6dK/WQJsTv9+PcuXM5r61ZswaXXHIJ/vmf/1mx6erJQvOIPJTCHFJKc4cU80ZJ17BMnz4953Oz2QwAmD17tiInmRtvvBEzZsxAW1sb+vv7ha/V1tZKOLKxWbduHe655x4sWbIELS0t2Lx5M4LBINasWSP10Ar20EMP4ZVXXsGbb74Ji8WCnp4eAIDNZoPBYJB4dIWzWCzDJheTyQSHw1H2wQpA84hclMIcUkpzhxTzRkkHLKVkx44dOHXqFE6dOjVsklRCkmz16tXo7+/Hhg0b0NPTg+bmZmzfvn1YEZ0SPPfccwCAG2+8Mef1//qv/8K9995b/AERMkZKnkdKYQ6huWNiSnpJiBBCCCGlQd6VVoQQQgghoICFEEIIIQpAAQshhBBCZI8CFkIIIYTIHgUshBBCCJE9ClgIIYQQInsUsBBCCCFE9ihgIYQQQojsUcBCCCGEENmjgIUQQgghskcBCyGEEEJk7/8DEIxtvp56kGwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_flow = flow_dist.sample(torch.Size([1000,])).detach().numpy()\n",
    "plt.title(r'Joint Distribution')\n",
    "plt.xlabel(r'$x_1$')\n",
    "plt.ylabel(r'$x_2$')\n",
    "plt.scatter(X[:,0], X[:,1], label='data', alpha=0.5)\n",
    "plt.scatter(X_flow[:,0], X_flow[:,1], color='firebrick', label='flow', alpha=0.5)\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.distplot(X[:,0], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='data')\n",
    "sns.distplot(X_flow[:,0], hist=False, kde=True,\n",
    "             bins=None, color='firebrick',\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='flow')\n",
    "plt.title(r'$p(x_1)$')\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.distplot(X[:,1], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='data')\n",
    "sns.distplot(X_flow[:,1], hist=False, kde=True,\n",
    "             bins=None, color='firebrick',\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='flow')\n",
    "plt.title(r'$p(x_2)$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, we have learnt close approximations to the marginal distributions, $p(x_1),p(x_2)$. It would have been challenging to fit the irregularly shaped marginals with standard methods, e.g., a mixture of normal distributions. As expected, since there is a dependency between the two dimensions, we do not learn a good representation of the joint, $p(x_1,x_2)$. In the next section, we explain how to learn multivariate distributions whose dimensions are not independent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multivariate Distributions\n",
    "\n",
    "### Background\n",
    "\n",
    "The fundamental idea of normalizing flows also applies to multivariate random variables, and this is where its value is clearly seen - *representing complex high-dimensional distributions*. In this case, a simple multivariate source of noise, for example a standard i.i.d. normal distribution, $X\\sim\\mathcal{N}(\\mathbf{0},I_{D\\times D})$, is passed through a vector-valued bijection, $g:\\mathbb{R}^D\\rightarrow\\mathbb{R}^D$, to produce the more complex transformed variable $Y=g(X)$.\n",
    "\n",
    "Sampling $Y$ is again trivial and involves evaluation of the forward pass of $g$. We can score $Y$ using the multivariate substitution rule of integral calculus,\n",
    "\n",
    "\\begin{align}\n",
    "\\mathbb{E}_{p_X(\\cdot)}\\left[f(X)\\right] &= \\int_{\\text{supp}(X)}f(\\mathbf{x})p_X(\\mathbf{x})d\\mathbf{x}\\\\\n",
    "&= \\int_{\\text{supp}(Y)}f(g^{-1}(\\mathbf{y}))p_X(g^{-1}(\\mathbf{y}))\\left|\\det\\frac{d\\mathbf{x}}{d\\mathbf{y}}\\right|d\\mathbf{y}\\\\\n",
    "&= \\mathbb{E}_{p_Y(\\cdot)}\\left[f(g^{-1}(Y))\\right],\n",
    "\\end{align}\n",
    "\n",
    "where $\\det \\frac{d\\mathbf{x}}{d\\mathbf{y}}$ denotes the determinant of the Jacobian matrix of $g^{-1}(\\mathbf{y})$. Equating the last two lines we get,\n",
    "\n",
    "\\begin{align}\n",
    "\\log p_Y(y) &= \\log p_X(g^{-1}(y)) + \\log\\left|\\det\\frac{d\\mathbf{x}}{d\\mathbf{y}}\\right|\\\\\n",
    "&= \\log p_X(g^{-1}(y)) - \\log\\left|\\det\\frac{d\\mathbf{y}}{d\\mathbf{x}}\\right|.\n",
    "\\end{align}\n",
    "\n",
    "Inituitively, this equation says that the density of $Y$ is equal to the density at the corresponding point in $X$ plus a term that corrects for the warp in volume around an infinitesimally small volume around $Y$ caused by the transformation. For instance, in $2$-dimensions, the geometric interpretation of the absolute value of the determinant of a Jacobian is that it represents the area of a parallelogram with edges defined by the columns of the Jacobian. In $n$-dimensions, the geometric interpretation of the absolute value of the determinant Jacobian is that is represents the hyper-volume of a parallelepiped with $n$ edges defined by the columns of the Jacobian (see a calculus reference such as \\[7\\] for more details).\n",
    "\n",
    "Similar to the univariate case, we can compose such bijective transformations to produce even more complex distributions. By an inductive argument, if we have a sequence of $L$ transforms $(g_1, g_2, \\ldots, g_L)$ such that $Y = g(X) = g_L \\circ \\cdots g_2 \\circ g_1(X)$, then the log-density of $Y$ is\n",
    "\n",
    "\\begin{align}\n",
    "\\log p_Y(y) = \\log p_X(y_0) + \\sum^{L}_{l=1} \\log \\left| \\det \\frac{dg^{-1}_{l}(y_l)}{dy_{l}} \\right|\n",
    "\\end{align}\n",
    "\n",
    "where $y_{l} = y$ and $y_{l-1} = g^{-1}_l(y_{l})$.\n",
    "\n",
    "The main challenge is in designing parametrizable multivariate bijections that have closed form expressions for both $g$ and $g^{-1}$, a tractable Jacobian determinant whose calculation scales with $O(D)$ rather than $O(D^3)$, and can express a flexible class of functions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multivariate Transforms in Pyro\n",
    "\n",
    "Up to this point we have used element-wise transforms in Pyro. These are indicated by having the property `transform.event_dim == 0` set on the transform object. Such element-wise transforms can only be used to represent univariate distributions and multivariate distributions whose dimensions are independent (known in variational inference as the mean-field approximation).\n",
    "\n",
    "The power of Normalizing Flow, however, is most apparent in their ability to model complex high-dimensional distributions with neural networks and Pyro contains several such flows for accomplishing this. Transforms that operate on vectors have the property `transform.event_dim == 1`, transforms on matrices with `transform.event_dim == 2`, and so on. In general, the `event_dim` property of a transform indicates how many dependent dimensions there are in the output of a transform.\n",
    "\n",
    "In this section, we show how to use [SplineCoupling](http://docs.pyro.ai/en/stable/distributions.html#pyro.distributions.transforms.SplineCoupling) to learn the bivariate toy distribution from our running example. A coupling transform \\[8, 9\\] divides the input variable into two parts and applies an element-wise bijection to the section half whose parameters are a function of the first. Optionally, an element-wise bijection is also applied to the first half. Dividing the inputs at $d$, the transform is,\n",
    "\n",
    "\\begin{align}\n",
    "\\mathbf{y}_{1:d} &= g_\\theta(\\mathbf{x}_{1:d})\\\\\n",
    "\\mathbf{y}_{(d+1):D} &= h_\\phi(\\mathbf{x}_{(d+1):D};\\mathbf{x}_{1:d}),\n",
    "\\end{align}\n",
    "\n",
    "where $\\mathbf{x}_{1:d}$ represents the first $d$ elements of the inputs, $g_\\theta$ is either the identity function or an elementwise bijection parameters $\\theta$, and $h_\\phi$ is an element-wise bijection whose parameters are a function of $\\mathbf{x}_{1:d}$.\n",
    "\n",
    "This type of transform is easily invertible. We invert the first half, $\\mathbf{y}_{1:d}$, then use the resulting $\\mathbf{x}_{1:d}$ to evaluate $\\phi$ and invert the second half,\n",
    "\n",
    "\\begin{align}\n",
    "\\mathbf{x}_{1:d} &= g_\\theta^{-1}(\\mathbf{y}_{1:d})\\\\\n",
    "\\mathbf{x}_{(d+1):D} &= h_\\phi^{-1}(\\mathbf{y}_{(d+1):D};\\mathbf{x}_{1:d}).\n",
    "\\end{align}\n",
    "\n",
    "Difference choices for $g$ and $h$ form different types of coupling transforms. When both are monotonic rational splines, the transform is the spline coupling layer of Neural Spline Flow \\[5,6\\], which is represented in Pyro by the [SplineCoupling](http://docs.pyro.ai/en/stable/distributions.html#pyro.distributions.transforms.SplineCoupling) class. As shown in the references, when we combine a sequence of coupling layers sandwiched between random permutations so we introduce dependencies between all dimensions, we can model complex multivariate distributions.\n",
    "\n",
    "Most of the learnable transforms in Pyro have a corresponding helper function that takes care of constructing a neural network for the transform with the correct output shape. This neural network outputs the parameters of the transform and is known as a [hypernetwork](https://arxiv.org/abs/1609.09106) \\[10\\]. The helper functions are represented by lower-case versions of the corresponding class name, and usually input at the very least the input-dimension or shape of the distribution to model. For instance, the helper function corresponding to [SplineCoupling](http://docs.pyro.ai/en/stable/distributions.html#pyro.distributions.transforms.SplineCoupling) is [spline_coupling](http://docs.pyro.ai/en/stable/distributions.html#spline-coupling).  We create a bivariate flow with a single spline coupling layer as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_dist = dist.Normal(torch.zeros(2), torch.ones(2))\n",
    "spline_transform = T.spline_coupling(2, count_bins=16)\n",
    "flow_dist = dist.TransformedDistribution(base_dist, [spline_transform])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly to before, we train this distribution on the toy dataset and plot the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step: 0, loss: 8.446191787719727\n",
      "step: 500, loss: 2.0197808742523193\n",
      "step: 1000, loss: 1.794958472251892\n",
      "step: 1500, loss: 1.73616361618042\n",
      "step: 2000, loss: 1.7254879474639893\n",
      "step: 2500, loss: 1.691617488861084\n",
      "step: 3000, loss: 1.679549217224121\n",
      "step: 3500, loss: 1.6967085599899292\n",
      "step: 4000, loss: 1.6723777055740356\n",
      "step: 4500, loss: 1.6505967378616333\n",
      "step: 5000, loss: 1.8024061918258667\n",
      "CPU times: user 10min 41s, sys: 14.7 s, total: 10min 56s\n",
      "Wall time: 1min 39s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "steps = 1 if smoke_test else 5001\n",
    "dataset = torch.tensor(X, dtype=torch.float)\n",
    "optimizer = torch.optim.Adam(spline_transform.parameters(), lr=5e-3)\n",
    "for step in range(steps+1):\n",
    "    optimizer.zero_grad()\n",
    "    loss = -flow_dist.log_prob(dataset).mean()\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    flow_dist.clear_cache()\n",
    "\n",
    "    if step % 500 == 0:\n",
    "        print('step: {}, loss: {}'.format(step, loss.item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_flow = flow_dist.sample(torch.Size([1000,])).detach().numpy()\n",
    "plt.title(r'Joint Distribution')\n",
    "plt.xlabel(r'$x_1$')\n",
    "plt.ylabel(r'$x_2$')\n",
    "plt.scatter(X[:,0], X[:,1], label='data', alpha=0.5)\n",
    "plt.scatter(X_flow[:,0], X_flow[:,1], color='firebrick', label='flow', alpha=0.5)\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.distplot(X[:,0], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='data')\n",
    "sns.distplot(X_flow[:,0], hist=False, kde=True,\n",
    "             bins=None, color='firebrick',\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='flow')\n",
    "plt.title(r'$p(x_1)$')\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.distplot(X[:,1], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='data')\n",
    "sns.distplot(X_flow[:,1], hist=False, kde=True,\n",
    "             bins=None, color='firebrick',\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='flow')\n",
    "plt.title(r'$p(x_2)$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see from the output that this normalizing flow has successfully learnt both the univariate marginals *and* the bivariate distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conditional versus Joint Distributions\n",
    "\n",
    "### Background\n",
    "\n",
    "In many cases, we wish to represent conditional rather than joint distributions. For instance, in performing variational inference, the variational family is a class of conditional distributions,\n",
    "\n",
    "$$\n",
    "\\begin{align}\n",
    "\\{q_\\psi(\\mathbf{z}\\mid\\mathbf{x})\\mid\\theta\\in\\Theta\\},\n",
    "\\end{align}\n",
    "$$\n",
    "\n",
    "where $\\mathbf{z}$ is the latent variable and $\\mathbf{x}$ the observed one, that hopefully contains a member close to the true posterior of the model, $p(\\mathbf{z}\\mid\\mathbf{x})$. In other cases, we may wish to learn to generate an object $\\mathbf{x}$ conditioned on some context $\\mathbf{c}$ using $p_\\theta(\\mathbf{x}\\mid\\mathbf{c})$ and observations $\\{(\\mathbf{x}_n,\\mathbf{c}_n)\\}^N_{n=1}$. For instance, $\\mathbf{x}$ may be a spoken sentence and $\\mathbf{c}$ a number of speech features.\n",
    "\n",
    "The theory of Normalizing Flows is easily generalized to conditional distributions. We denote the variable to condition on by $C=\\mathbf{c}\\in\\mathbb{R}^M$. A simple multivariate source of noise, for example a standard i.i.d. normal distribution, $X\\sim\\mathcal{N}(\\mathbf{0},I_{D\\times D})$, is passed through a vector-valued bijection that also conditions on C, $g:\\mathbb{R}^D\\times\\mathbb{R}^M\\rightarrow\\mathbb{R}^D$, to produce the more complex transformed variable $Y=g(X;C=\\mathbf{c})$. In practice, this is usually accomplished by making the parameters for a known normalizing flow bijection $g$ the output of a hypernet neural network that inputs $\\mathbf{c}$.\n",
    "\n",
    "Sampling of conditional transforms simply involves evaluating $Y=g(X; C=\\mathbf{c})$. Conditioning the bijections on $\\mathbf{c}$, the same formula holds for scoring as for the joint multivariate case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conditional Transforms in Pyro\n",
    "\n",
    "In Pyro, most learnable transforms have a corresponding conditional version that derives from [ConditionalTransformModule](http://docs.pyro.ai/en/stable/distributions.html#conditionaltransformmodule). For instance, the conditional version of the spline transform is [ConditionalSpline](http://docs.pyro.ai/en/stable/distributions.html#conditionalspline) with helper function [conditional_spline](http://docs.pyro.ai/en/stable/distributions.html#conditional-spline).\n",
    "\n",
    "In this section, we will show how we can learn our toy dataset as the decomposition of the product of a conditional and a univariate distribution,\n",
    "\n",
    "$$\n",
    "\\begin{align}\n",
    "p(x_1,x_2) &= p(x_2\\mid x_1)p(x_1).\n",
    "\\end{align}\n",
    "$$\n",
    "\n",
    "First, we create the univariate distribution for $x_1$ as shown previously,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dist_base = dist.Normal(torch.zeros(1), torch.ones(1))\n",
    "x1_transform = T.spline(1)\n",
    "dist_x1 = dist.TransformedDistribution(dist_base, [x1_transform])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A conditional transformed distribution is created by passing the base distribution and list of conditional and non-conditional transforms to the [ConditionalTransformedDistribution](http://docs.pyro.ai/en/stable/distributions.html#conditionaltransformeddistribution) class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "x2_transform = T.conditional_spline(1, context_dim=1)\n",
    "dist_x2_given_x1 = dist.ConditionalTransformedDistribution(dist_base, [x2_transform])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will notice that we pass the dimension of the context variable, $M=1$, to the conditional spline helper function.\n",
    "\n",
    "Until we condition on a value of $x_1$, the [ConditionalTransformedDistribution](http://docs.pyro.ai/en/stable/distributions.html#conditionaltransformeddistribution) object is merely a placeholder and cannot be used for sampling or scoring. By calling its [.condition(context)](http://docs.pyro.ai/en/stable/distributions.html#pyro.distributions.ConditionalDistribution.condition) method, we obtain a [TransformedDistribution](https://pytorch.org/docs/master/distributions.html#transformeddistribution) for which all its conditional transforms have been conditioned on `context`.\n",
    "\n",
    "For example, to draw a sample from $x_2\\mid x_1=1$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([-0.4529])\n"
     ]
    }
   ],
   "source": [
    "x1 = torch.ones(1)\n",
    "print(dist_x2_given_x1.condition(x1).sample())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In general, the context variable may have batch dimensions and these dimensions must broadcast over the batch dimensions of the input variable.\n",
    "\n",
    "Now, combining the two distributions and training it on the toy dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step: 0, loss: 5.663331031799316\n",
      "step: 500, loss: 2.040316581726074\n",
      "step: 1000, loss: 1.9603266716003418\n",
      "step: 1500, loss: 1.8922736644744873\n",
      "step: 2000, loss: 1.8509924411773682\n",
      "step: 2500, loss: 1.8328033685684204\n",
      "step: 3000, loss: 1.9166260957717896\n",
      "step: 3500, loss: 1.877435326576233\n",
      "step: 4000, loss: 1.8416743278503418\n",
      "step: 4500, loss: 1.8379391431808472\n",
      "step: 5000, loss: 1.824593424797058\n",
      "CPU times: user 9min 24s, sys: 5.93 s, total: 9min 30s\n",
      "Wall time: 1min 23s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "steps = 1 if smoke_test else 5001\n",
    "modules = torch.nn.ModuleList([x1_transform, x2_transform])\n",
    "optimizer = torch.optim.Adam(modules.parameters(), lr=3e-3)\n",
    "x1 = dataset[:,0][:,None]\n",
    "x2 = dataset[:,1][:,None]\n",
    "for step in range(steps):\n",
    "    optimizer.zero_grad()\n",
    "    ln_p_x1 = dist_x1.log_prob(x1)\n",
    "    ln_p_x2_given_x1 = dist_x2_given_x1.condition(x1.detach()).log_prob(x2.detach())\n",
    "    loss = -(ln_p_x1 + ln_p_x2_given_x1).mean()\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    dist_x1.clear_cache()\n",
    "    dist_x2_given_x1.clear_cache()\n",
    "\n",
    "    if step % 500 == 0:\n",
    "        print('step: {}, loss: {}'.format(step, loss.item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = torch.cat((x1, x2), dim=-1)\n",
    "x1_flow = dist_x1.sample(torch.Size([1000,]))\n",
    "x2_flow = dist_x2_given_x1.condition(x1_flow).sample(torch.Size([1000,]))\n",
    "X_flow = torch.cat((x1_flow, x2_flow), dim=-1)\n",
    "\n",
    "plt.title(r'Joint Distribution')\n",
    "plt.xlabel(r'$x_1$')\n",
    "plt.ylabel(r'$x_2$')\n",
    "plt.scatter(X[:,0], X[:,1], label='data', alpha=0.5)\n",
    "plt.scatter(X_flow[:,0], X_flow[:,1], color='firebrick', label='flow', alpha=0.5)\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.distplot(X[:,0], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='data')\n",
    "sns.distplot(X_flow[:,0], hist=False, kde=True,\n",
    "             bins=None, color='firebrick',\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='flow')\n",
    "plt.title(r'$p(x_1)$')\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.distplot(X[:,1], hist=False, kde=True,\n",
    "             bins=None,\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='data')\n",
    "sns.distplot(X_flow[:,1], hist=False, kde=True,\n",
    "             bins=None, color='firebrick',\n",
    "             hist_kws={'edgecolor':'black'},\n",
    "             kde_kws={'linewidth': 2},\n",
    "             label='flow')\n",
    "plt.title(r'$p(x_2)$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusions\n",
    "\n",
    "In this tutorial, we have explained the basic idea behind normalizing flows and the Pyro interface to create flows to represent univariate, multivariate, and conditional distributions. It is useful to think of flows as a powerful general-purpose tool in your probabilistic modelling toolkit, and you can replace any existing distribution in your model with one to increase its flexibility and performance. We hope you have fun exploring the power of normalizing flows!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "1. E.G. Tabak, Christina Turner. [*A Family of Nonparametric Density Estimation Algorithms*](https://www.math.nyu.edu/faculty/tabak/publications/Tabak-Turner.pdf). Communications on Pure and Applied Mathematics, 66(2):145–164, 2013.\n",
    "2. Danilo Jimenez Rezende, Shakir Mohamed. [*Variational Inference with Normalizing Flows*](http://proceedings.mlr.press/v37/rezende15.pdf). ICML 2015.\n",
    "3. Ivan Kobyzev, Simon J.D. Prince, and Marcus A. Brubaker. [*Normalizing Flows: An Introduction and Review of Current Methods*](https://arxiv.org/abs/1908.09257). \\[arXiv:1908.09257\\] 2019.\n",
    "4. George Papamakarios, Eric Nalisnick, Danilo Jimenez Rezende, Shakir Mohamed, Balaji Lakshminarayanan. [*Normalizing Flows for Probabilistic Modeling and Inference*](https://arxiv.org/abs/1912.02762). \\[arXiv:1912.02762\\] 2019.\n",
    "5. Conor Durkan, Artur Bekasov, Iain Murray, George Papamakarios. [*Neural Spline Flows*](https://arxiv.org/abs/1906.04032). NeurIPS 2019.\n",
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